Import Libraries¶

In [2]:
import tensorflow as tf
# from tensorflow.python.client import device_lib
In [4]:
gpus = tf.config.list_physical_devices('GPU')
if gpus:
  try:
    # Currently, memory growth needs to be the same across GPUs
    for gpu in gpus:
      tf.config.experimental.set_memory_growth(gpu, True)
    logical_gpus = tf.config.list_logical_devices('GPU')
    print(len(gpus), "Physical GPUs,", len(logical_gpus), "Logical GPUs")
  except RuntimeError as e:
    # Memory growth must be set before GPUs have been initialized
    print(e)
2 Physical GPUs, 2 Logical GPUs
In [5]:
import os
import sys
import gc
#import cv2
import numpy as np
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Input, Conv3D, MaxPooling3D, Flatten, Dense, LSTM, TimeDistributed, GlobalAveragePooling2D, MaxPooling2D
from tensorflow.keras.applications.resnet50 import ResNet50
from tensorflow.keras.utils import to_categorical
#from sklearn.model_selection import train_test_split
import matplotlib.pyplot as plt
from tensorflow.keras.utils import plot_model
import keras.utils as image
In [6]:
from tensorflow.keras.callbacks import EarlyStopping
from keras.optimizers import Adam
from keras.models import Sequential
from keras.callbacks import ReduceLROnPlateau
from sklearn.metrics import confusion_matrix
from tensorflow.keras.callbacks import EarlyStopping
from keras.callbacks import ModelCheckpoint
from sklearn.metrics import classification_report
In [7]:
tf.test.is_built_with_cuda()
Out[7]:
True
In [7]:
gc.collect()
Out[7]:
0

Set Constants¶

In [7]:
# Define constants
CATEGORIES = ['dining', 'drawing', 'mopping_floor', 'reading_book', 'running_on_treadmill','sleeping','watching_tv']
NUM_CLASSES = len(CATEGORIES)
INPUT_SHAPE = (40, 112, 112, 3)  # (frames, height, width, channels)
BATCH_SIZE = 4
EPOCHS = 30
random_state = 42
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'

Load Dataset¶

Load Train and validation from processed numpy¶

40fps¶

In [8]:
def read_dataset_40f(date_dir, extractor):
    X_train = np.load(date_dir + extractor + '/Split/X_train.npy')
    print('Loaded X_train')
    y_train = np.load(date_dir + extractor + '/Split/y_train.npy')
    print('Loaded y_train')
    X_test = np.load(date_dir + extractor + '/Split/X_test.npy')
    print('Loaded X_test')
    y_test = np.load(date_dir + extractor + '/Split/y_test.npy')
    print('Loaded y_test')
    
    print("Shape of X_train: ", X_train.shape)
    print("Shape of y_train: ", y_train.shape)
    print("Shape of X_test: ", X_test.shape)
    print("Shape of y_test: ", y_test.shape)
    
    gc.collect()
    
    return X_train, y_train, X_test, y_test

Load Evaluation from processed numpy¶

In [9]:
def read_evaldataset_40f(extractor):
    X_eval = np.load('/home/ycaun/Desktop/jeheng/Processed dataset/Validate_data_processed/' + extractor + '/' + extractor + '_X_eval.npy')
    y_eval = np.load('/home/ycaun/Desktop/jeheng/Processed dataset/Validate_data_processed/' + extractor + '/' + extractor + '_y_eval.npy')

    print(X_eval.shape)
    print(y_eval.shape)
    
    gc.collect()
    
    return X_eval, y_eval

Running on Different model setup¶

40 f¶

Setup 1: Default¶

Resnet GAVG¶

In [11]:
#### Model setup:
Extractor = 'resnet_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [12]:
X_train, y_train, X_test, y_test = read_dataset_40f('resnet_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
In [13]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1114624   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,115,527
Trainable params: 1,115,527
Non-trainable params: 0
_________________________________________________________________
In [14]:
model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
In [15]:
history = model.fit(X_train, y_train, batch_size=BATCH_SIZE, epochs=EPOCHS, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-04-18 11:18:35.527245: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
2023-04-18 11:18:37.602430: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
Epoch 1/30
2023-04-18 11:18:53.765125: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:428] Loaded cuDNN version 8401
2023-04-18 11:18:56.920197: I tensorflow/compiler/xla/service/service.cc:173] XLA service 0x7ff2881584c0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-04-18 11:18:56.920292: I tensorflow/compiler/xla/service/service.cc:181]   StreamExecutor device (0): GeForce GTX 1080, Compute Capability 6.1
2023-04-18 11:18:58.055101: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-04-18 11:19:02.633020: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 11:19:02.633103: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 11:19:02.633204: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 11:19:02.633324: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
   1/2193 [..............................] - ETA: 14:26:01 - loss: 2.1391 - accuracy: 0.0000e+00
2023-04-18 11:19:03.030656: I tensorflow/compiler/jit/xla_compilation_cache.cc:477] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2023-04-18 11:19:03.189016: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2191/2193 [============================>.] - ETA: 0s - loss: 1.8363 - accuracy: 0.2427
2023-04-18 11:19:11.438239: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 717946880 exceeds 10% of free system memory.
2023-04-18 11:19:11.917350: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 717946880 exceeds 10% of free system memory.
Epoch 1: val_loss improved from inf to 1.78711, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 37s 6ms/step - loss: 1.8362 - accuracy: 0.2428 - val_loss: 1.7871 - val_accuracy: 0.2524 - lr: 0.0010
Epoch 2/30
2187/2193 [============================>.] - ETA: 0s - loss: 1.7334 - accuracy: 0.3066
Epoch 2: val_loss improved from 1.78711 to 1.71467, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.7335 - accuracy: 0.3064 - val_loss: 1.7147 - val_accuracy: 0.3145 - lr: 0.0010
Epoch 3/30
2188/2193 [============================>.] - ETA: 0s - loss: 1.6931 - accuracy: 0.3246
Epoch 3: val_loss improved from 1.71467 to 1.65260, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6939 - accuracy: 0.3244 - val_loss: 1.6526 - val_accuracy: 0.3524 - lr: 0.0010
Epoch 4/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.6672 - accuracy: 0.3370
Epoch 4: val_loss did not improve from 1.65260
2193/2193 [==============================] - 10s 4ms/step - loss: 1.6676 - accuracy: 0.3369 - val_loss: 1.6532 - val_accuracy: 0.3510 - lr: 0.0010
Epoch 5/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.6468 - accuracy: 0.3535
Epoch 5: val_loss did not improve from 1.65260
2193/2193 [==============================] - 10s 4ms/step - loss: 1.6473 - accuracy: 0.3537 - val_loss: 1.7147 - val_accuracy: 0.3026 - lr: 0.0010
Epoch 6/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.6255 - accuracy: 0.3648
Epoch 6: val_loss improved from 1.65260 to 1.65233, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.6254 - accuracy: 0.3650 - val_loss: 1.6523 - val_accuracy: 0.3391 - lr: 0.0010
Epoch 7/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.6046 - accuracy: 0.3684
Epoch 7: val_loss improved from 1.65233 to 1.59482, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.6046 - accuracy: 0.3686 - val_loss: 1.5948 - val_accuracy: 0.4089 - lr: 0.0010
Epoch 8/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.5970 - accuracy: 0.3725
Epoch 8: val_loss improved from 1.59482 to 1.58447, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.5967 - accuracy: 0.3729 - val_loss: 1.5845 - val_accuracy: 0.4076 - lr: 0.0010
Epoch 9/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.5798 - accuracy: 0.3863
Epoch 9: val_loss did not improve from 1.58447
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5807 - accuracy: 0.3857 - val_loss: 1.6938 - val_accuracy: 0.3355 - lr: 0.0010
Epoch 10/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.5723 - accuracy: 0.3890
Epoch 10: val_loss did not improve from 1.58447
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5727 - accuracy: 0.3885 - val_loss: 1.5911 - val_accuracy: 0.3925 - lr: 0.0010
Epoch 11/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.5615 - accuracy: 0.3928
Epoch 11: val_loss did not improve from 1.58447
2193/2193 [==============================] - 10s 5ms/step - loss: 1.5617 - accuracy: 0.3926 - val_loss: 1.6291 - val_accuracy: 0.3907 - lr: 0.0010
Epoch 12/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.5465 - accuracy: 0.4018
Epoch 12: val_loss improved from 1.58447 to 1.58039, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 6ms/step - loss: 1.5469 - accuracy: 0.4015 - val_loss: 1.5804 - val_accuracy: 0.4089 - lr: 0.0010
Epoch 13/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.5431 - accuracy: 0.4036
Epoch 13: val_loss improved from 1.58039 to 1.57008, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.5425 - accuracy: 0.4039 - val_loss: 1.5701 - val_accuracy: 0.3984 - lr: 0.0010
Epoch 14/30
2184/2193 [============================>.] - ETA: 0s - loss: 1.5270 - accuracy: 0.4166
Epoch 14: val_loss did not improve from 1.57008
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5269 - accuracy: 0.4167 - val_loss: 1.6632 - val_accuracy: 0.3519 - lr: 0.0010
Epoch 15/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.5246 - accuracy: 0.4171
Epoch 15: val_loss did not improve from 1.57008
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5246 - accuracy: 0.4175 - val_loss: 1.5981 - val_accuracy: 0.3957 - lr: 0.0010
Epoch 16/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.5111 - accuracy: 0.4184
Epoch 16: val_loss did not improve from 1.57008
2193/2193 [==============================] - 10s 5ms/step - loss: 1.5111 - accuracy: 0.4184 - val_loss: 1.5987 - val_accuracy: 0.4062 - lr: 0.0010
Epoch 17/30
2193/2193 [==============================] - ETA: 0s - loss: 1.5089 - accuracy: 0.4187
Epoch 17: val_loss did not improve from 1.57008
2193/2193 [==============================] - 10s 5ms/step - loss: 1.5089 - accuracy: 0.4187 - val_loss: 1.5800 - val_accuracy: 0.4067 - lr: 0.0010
Epoch 18/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.4992 - accuracy: 0.4314
Epoch 18: val_loss did not improve from 1.57008
2193/2193 [==============================] - 10s 5ms/step - loss: 1.4991 - accuracy: 0.4315 - val_loss: 1.5979 - val_accuracy: 0.3829 - lr: 0.0010
Epoch 19/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.4309 - accuracy: 0.4559
Epoch 19: val_loss improved from 1.57008 to 1.52821, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.4314 - accuracy: 0.4558 - val_loss: 1.5282 - val_accuracy: 0.4404 - lr: 2.0000e-04
Epoch 20/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.4178 - accuracy: 0.4685
Epoch 20: val_loss improved from 1.52821 to 1.52453, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.4180 - accuracy: 0.4684 - val_loss: 1.5245 - val_accuracy: 0.4427 - lr: 2.0000e-04
Epoch 21/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.4106 - accuracy: 0.4685
Epoch 21: val_loss did not improve from 1.52453
2193/2193 [==============================] - 10s 4ms/step - loss: 1.4104 - accuracy: 0.4686 - val_loss: 1.5256 - val_accuracy: 0.4455 - lr: 2.0000e-04
Epoch 22/30
2192/2193 [============================>.] - ETA: 0s - loss: 1.4059 - accuracy: 0.4770
Epoch 22: val_loss improved from 1.52453 to 1.51941, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 6ms/step - loss: 1.4058 - accuracy: 0.4770 - val_loss: 1.5194 - val_accuracy: 0.4313 - lr: 2.0000e-04
Epoch 23/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.4086 - accuracy: 0.4652
Epoch 23: val_loss did not improve from 1.51941
2193/2193 [==============================] - 10s 5ms/step - loss: 1.4088 - accuracy: 0.4653 - val_loss: 1.5225 - val_accuracy: 0.4455 - lr: 2.0000e-04
Epoch 24/30
2192/2193 [============================>.] - ETA: 0s - loss: 1.3978 - accuracy: 0.4760
Epoch 24: val_loss improved from 1.51941 to 1.50742, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.3979 - accuracy: 0.4760 - val_loss: 1.5074 - val_accuracy: 0.4509 - lr: 2.0000e-04
Epoch 25/30
2192/2193 [============================>.] - ETA: 0s - loss: 1.3928 - accuracy: 0.4742
Epoch 25: val_loss did not improve from 1.50742
2193/2193 [==============================] - 10s 5ms/step - loss: 1.3927 - accuracy: 0.4743 - val_loss: 1.5211 - val_accuracy: 0.4391 - lr: 2.0000e-04
Epoch 26/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.3874 - accuracy: 0.4733
Epoch 26: val_loss improved from 1.50742 to 1.50699, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.3871 - accuracy: 0.4733 - val_loss: 1.5070 - val_accuracy: 0.4441 - lr: 2.0000e-04
Epoch 27/30
2193/2193 [==============================] - ETA: 0s - loss: 1.3886 - accuracy: 0.4815
Epoch 27: val_loss did not improve from 1.50699
2193/2193 [==============================] - 10s 5ms/step - loss: 1.3886 - accuracy: 0.4815 - val_loss: 1.5073 - val_accuracy: 0.4518 - lr: 2.0000e-04
Epoch 28/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.3746 - accuracy: 0.4814
Epoch 28: val_loss improved from 1.50699 to 1.50236, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.3751 - accuracy: 0.4808 - val_loss: 1.5024 - val_accuracy: 0.4523 - lr: 2.0000e-04
Epoch 29/30
2187/2193 [============================>.] - ETA: 0s - loss: 1.3720 - accuracy: 0.4849
Epoch 29: val_loss did not improve from 1.50236
2193/2193 [==============================] - 10s 4ms/step - loss: 1.3723 - accuracy: 0.4848 - val_loss: 1.5031 - val_accuracy: 0.4436 - lr: 2.0000e-04
Epoch 30/30
2182/2193 [============================>.] - ETA: 0s - loss: 1.3668 - accuracy: 0.4845
Epoch 30: val_loss did not improve from 1.50236
2193/2193 [==============================] - 10s 4ms/step - loss: 1.3668 - accuracy: 0.4848 - val_loss: 1.5331 - val_accuracy: 0.4377 - lr: 2.0000e-04
No description has been provided for this image
In [40]:
X_eval, y_eval = read_evaldataset_40f('resnet_gavg')
(678, 40, 2048)
(678, 7)
In [41]:
y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
170/170 [==============================] - 0s 3ms/step
Out[41]:
(678, 7)
In [42]:
confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1))
Out[42]:
array([[30,  1,  4, 26, 19,  5, 13],
       [ 3, 49, 12,  9,  0, 16,  3],
       [ 7,  6, 26, 12,  9, 12, 28],
       [11,  4, 10, 28, 12, 14, 19],
       [14,  3, 12, 17, 24,  6, 20],
       [ 7,  7, 10, 22,  2, 38, 10],
       [ 8,  2, 10,  9,  6,  6, 57]])
In [43]:
print(classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
              precision    recall  f1-score   support

           0       0.38      0.31      0.34        98
           1       0.68      0.53      0.60        92
           2       0.31      0.26      0.28       100
           3       0.23      0.29      0.25        98
           4       0.33      0.25      0.29        96
           5       0.39      0.40      0.39        96
           6       0.38      0.58      0.46        98

    accuracy                           0.37       678
   macro avg       0.39      0.37      0.37       678
weighted avg       0.38      0.37      0.37       678

In [ ]:
 
In [ ]:
 

Vgg16 AVG¶

In [44]:
#### Model setup:
Extractor = 'vgg16_avg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [45]:
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_avg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
In [46]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1114624   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,115,527
Trainable params: 1,115,527
Non-trainable params: 0
_________________________________________________________________
In [50]:
model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
In [51]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
2193/2193 [==============================] - ETA: 0s - loss: 1.1955 - accuracy: 0.5702
Epoch 1: val_loss improved from inf to 1.05269, saving model to lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 23s 6ms/step - loss: 1.1955 - accuracy: 0.5702 - val_loss: 1.0527 - val_accuracy: 0.6312 - lr: 0.0010
Epoch 2/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.8919 - accuracy: 0.6907
Epoch 2: val_loss improved from 1.05269 to 0.95942, saving model to lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.8910 - accuracy: 0.6912 - val_loss: 0.9594 - val_accuracy: 0.6522 - lr: 0.0010
Epoch 3/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.7790 - accuracy: 0.7337
Epoch 3: val_loss improved from 0.95942 to 0.93662, saving model to lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.7794 - accuracy: 0.7335 - val_loss: 0.9366 - val_accuracy: 0.6828 - lr: 0.0010
Epoch 4/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.7125 - accuracy: 0.7497
Epoch 4: val_loss improved from 0.93662 to 0.90023, saving model to lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 6ms/step - loss: 0.7128 - accuracy: 0.7495 - val_loss: 0.9002 - val_accuracy: 0.6869 - lr: 0.0010
Epoch 5/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.6380 - accuracy: 0.7794
Epoch 5: val_loss improved from 0.90023 to 0.89683, saving model to lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.6379 - accuracy: 0.7795 - val_loss: 0.8968 - val_accuracy: 0.6933 - lr: 0.0010
Epoch 6/30
2193/2193 [==============================] - ETA: 0s - loss: 0.5933 - accuracy: 0.7897
Epoch 6: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5933 - accuracy: 0.7897 - val_loss: 0.9199 - val_accuracy: 0.6928 - lr: 0.0010
Epoch 7/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.5440 - accuracy: 0.8057
Epoch 7: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.5439 - accuracy: 0.8057 - val_loss: 0.9397 - val_accuracy: 0.6878 - lr: 0.0010
Epoch 8/30
2193/2193 [==============================] - ETA: 0s - loss: 0.5000 - accuracy: 0.8271
Epoch 8: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5000 - accuracy: 0.8271 - val_loss: 0.9596 - val_accuracy: 0.6933 - lr: 0.0010
Epoch 9/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4503 - accuracy: 0.8439
Epoch 9: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4506 - accuracy: 0.8439 - val_loss: 1.0679 - val_accuracy: 0.6627 - lr: 0.0010
Epoch 10/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4222 - accuracy: 0.8522
Epoch 10: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4228 - accuracy: 0.8520 - val_loss: 0.9838 - val_accuracy: 0.6942 - lr: 0.0010
Epoch 11/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.2996 - accuracy: 0.8981
Epoch 11: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2995 - accuracy: 0.8982 - val_loss: 0.9947 - val_accuracy: 0.6878 - lr: 2.0000e-04
Epoch 12/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.2713 - accuracy: 0.9067
Epoch 12: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2704 - accuracy: 0.9071 - val_loss: 1.0602 - val_accuracy: 0.6782 - lr: 2.0000e-04
Epoch 13/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.2539 - accuracy: 0.9167
Epoch 13: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2537 - accuracy: 0.9169 - val_loss: 1.0585 - val_accuracy: 0.6842 - lr: 2.0000e-04
Epoch 14/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.2391 - accuracy: 0.9231
Epoch 14: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2394 - accuracy: 0.9231 - val_loss: 1.0778 - val_accuracy: 0.6782 - lr: 2.0000e-04
Epoch 15/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.2232 - accuracy: 0.9254
Epoch 15: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2234 - accuracy: 0.9253 - val_loss: 1.0374 - val_accuracy: 0.6937 - lr: 2.0000e-04
Epoch 16/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.2033 - accuracy: 0.9360
Epoch 16: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2037 - accuracy: 0.9359 - val_loss: 1.0513 - val_accuracy: 0.6919 - lr: 4.0000e-05
Epoch 17/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.1918 - accuracy: 0.9407
Epoch 17: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1920 - accuracy: 0.9406 - val_loss: 1.0652 - val_accuracy: 0.6906 - lr: 4.0000e-05
Epoch 18/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.1882 - accuracy: 0.9393
Epoch 18: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1879 - accuracy: 0.9394 - val_loss: 1.0627 - val_accuracy: 0.6956 - lr: 4.0000e-05
Epoch 19/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.1781 - accuracy: 0.9446
Epoch 19: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1780 - accuracy: 0.9446 - val_loss: 1.0710 - val_accuracy: 0.6924 - lr: 4.0000e-05
Epoch 20/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.1783 - accuracy: 0.9456
Epoch 20: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1782 - accuracy: 0.9457 - val_loss: 1.0783 - val_accuracy: 0.6992 - lr: 4.0000e-05
Epoch 21/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.1650 - accuracy: 0.9488
Epoch 21: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1652 - accuracy: 0.9487 - val_loss: 1.0845 - val_accuracy: 0.6924 - lr: 8.0000e-06
Epoch 22/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.1661 - accuracy: 0.9489
Epoch 22: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1661 - accuracy: 0.9488 - val_loss: 1.0869 - val_accuracy: 0.6937 - lr: 8.0000e-06
Epoch 23/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.1669 - accuracy: 0.9467
Epoch 23: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1666 - accuracy: 0.9469 - val_loss: 1.0878 - val_accuracy: 0.6928 - lr: 8.0000e-06
Epoch 24/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.1628 - accuracy: 0.9492
Epoch 24: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1627 - accuracy: 0.9493 - val_loss: 1.0882 - val_accuracy: 0.6919 - lr: 8.0000e-06
Epoch 25/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.1636 - accuracy: 0.9487
Epoch 25: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1637 - accuracy: 0.9487 - val_loss: 1.0907 - val_accuracy: 0.6924 - lr: 8.0000e-06
Epoch 26/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.1623 - accuracy: 0.9499
Epoch 26: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1622 - accuracy: 0.9499 - val_loss: 1.0898 - val_accuracy: 0.6915 - lr: 1.6000e-06
Epoch 27/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.1631 - accuracy: 0.9464
Epoch 27: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1640 - accuracy: 0.9463 - val_loss: 1.0902 - val_accuracy: 0.6919 - lr: 1.6000e-06
Epoch 28/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.1627 - accuracy: 0.9473
Epoch 28: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1627 - accuracy: 0.9472 - val_loss: 1.0896 - val_accuracy: 0.6924 - lr: 1.6000e-06
Epoch 29/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.1645 - accuracy: 0.9470
Epoch 29: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1644 - accuracy: 0.9471 - val_loss: 1.0902 - val_accuracy: 0.6928 - lr: 1.6000e-06
Epoch 30/30
2193/2193 [==============================] - ETA: 0s - loss: 0.1619 - accuracy: 0.9506
Epoch 30: val_loss did not improve from 0.89683
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1619 - accuracy: 0.9506 - val_loss: 1.0900 - val_accuracy: 0.6924 - lr: 1.6000e-06
No description has been provided for this image
In [56]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_avg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
170/170 [==============================] - 0s 2ms/step
Out[56]:
(678, 7)
In [57]:
confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1))
Out[57]:
array([[59,  1,  5, 18,  4,  6,  5],
       [ 1, 64, 10,  6,  5,  6,  0],
       [10,  4, 73,  0,  9,  1,  3],
       [ 9, 11,  8, 54,  5,  7,  4],
       [ 6,  4,  8, 13, 59,  1,  5],
       [ 0,  3,  7, 21,  2, 60,  3],
       [ 3,  2,  7, 12,  7,  3, 64]])
In [58]:
print(classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
              precision    recall  f1-score   support

           0       0.67      0.60      0.63        98
           1       0.72      0.70      0.71        92
           2       0.62      0.73      0.67       100
           3       0.44      0.55      0.49        98
           4       0.65      0.61      0.63        96
           5       0.71      0.62      0.67        96
           6       0.76      0.65      0.70        98

    accuracy                           0.64       678
   macro avg       0.65      0.64      0.64       678
weighted avg       0.65      0.64      0.64       678

In [ ]:
 

Vgg16 GAVG¶

In [63]:
#### Model setup:
Extractor = 'vgg16_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [66]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8768, 40, 512)
Shape of y_train:  (8768, 7)
Shape of X_test:  (2192, 40, 512)
Shape of y_test:  (2192, 7)
In [67]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 128)               328192    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 329,095
Trainable params: 329,095
Non-trainable params: 0
_________________________________________________________________
In [68]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
2189/2192 [============================>.] - ETA: 0s - loss: 1.2433 - accuracy: 0.5417
Epoch 1: val_loss improved from inf to 1.01082, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 17s 5ms/step - loss: 1.2431 - accuracy: 0.5420 - val_loss: 1.0108 - val_accuracy: 0.6432 - lr: 0.0010
Epoch 2/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.9558 - accuracy: 0.6637
Epoch 2: val_loss improved from 1.01082 to 0.91480, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.9560 - accuracy: 0.6635 - val_loss: 0.9148 - val_accuracy: 0.6743 - lr: 0.0010
Epoch 3/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.8256 - accuracy: 0.7088
Epoch 3: val_loss improved from 0.91480 to 0.86492, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.8256 - accuracy: 0.7087 - val_loss: 0.8649 - val_accuracy: 0.6825 - lr: 0.0010
Epoch 4/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.7516 - accuracy: 0.7370
Epoch 4: val_loss improved from 0.86492 to 0.85235, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.7519 - accuracy: 0.7368 - val_loss: 0.8523 - val_accuracy: 0.6975 - lr: 0.0010
Epoch 5/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.6933 - accuracy: 0.7636
Epoch 5: val_loss improved from 0.85235 to 0.77226, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.6926 - accuracy: 0.7638 - val_loss: 0.7723 - val_accuracy: 0.7245 - lr: 0.0010
Epoch 6/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.6387 - accuracy: 0.7756
Epoch 6: val_loss did not improve from 0.77226
2192/2192 [==============================] - 7s 3ms/step - loss: 0.6375 - accuracy: 0.7761 - val_loss: 0.8171 - val_accuracy: 0.7235 - lr: 0.0010
Epoch 7/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.5950 - accuracy: 0.7906
Epoch 7: val_loss improved from 0.77226 to 0.75395, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.5955 - accuracy: 0.7905 - val_loss: 0.7539 - val_accuracy: 0.7281 - lr: 0.0010
Epoch 8/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.5467 - accuracy: 0.8075
Epoch 8: val_loss did not improve from 0.75395
2192/2192 [==============================] - 7s 3ms/step - loss: 0.5472 - accuracy: 0.8071 - val_loss: 0.7564 - val_accuracy: 0.7359 - lr: 0.0010
Epoch 9/30
2181/2192 [============================>.] - ETA: 0s - loss: 0.5046 - accuracy: 0.8238
Epoch 9: val_loss did not improve from 0.75395
2192/2192 [==============================] - 7s 3ms/step - loss: 0.5043 - accuracy: 0.8241 - val_loss: 0.7982 - val_accuracy: 0.7340 - lr: 0.0010
Epoch 10/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.4740 - accuracy: 0.8350
Epoch 10: val_loss did not improve from 0.75395
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4753 - accuracy: 0.8349 - val_loss: 0.7775 - val_accuracy: 0.7368 - lr: 0.0010
Epoch 11/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.4444 - accuracy: 0.8450
Epoch 11: val_loss did not improve from 0.75395
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4445 - accuracy: 0.8449 - val_loss: 0.8073 - val_accuracy: 0.7436 - lr: 0.0010
Epoch 12/30
2179/2192 [============================>.] - ETA: 0s - loss: 0.4100 - accuracy: 0.8562
Epoch 12: val_loss did not improve from 0.75395
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4089 - accuracy: 0.8566 - val_loss: 0.8707 - val_accuracy: 0.7359 - lr: 0.0010
Epoch 13/30
2176/2192 [============================>.] - ETA: 0s - loss: 0.2699 - accuracy: 0.9099
Epoch 13: val_loss improved from 0.75395 to 0.74398, saving model to lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.2698 - accuracy: 0.9098 - val_loss: 0.7440 - val_accuracy: 0.7737 - lr: 2.0000e-04
Epoch 14/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.2386 - accuracy: 0.9196
Epoch 14: val_loss did not improve from 0.74398
2192/2192 [==============================] - 8s 4ms/step - loss: 0.2390 - accuracy: 0.9195 - val_loss: 0.7543 - val_accuracy: 0.7792 - lr: 2.0000e-04
Epoch 15/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.2188 - accuracy: 0.9260
Epoch 15: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.2190 - accuracy: 0.9259 - val_loss: 0.7979 - val_accuracy: 0.7746 - lr: 2.0000e-04
Epoch 16/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.2077 - accuracy: 0.9303
Epoch 16: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.2078 - accuracy: 0.9304 - val_loss: 0.8033 - val_accuracy: 0.7774 - lr: 2.0000e-04
Epoch 17/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.1949 - accuracy: 0.9339
Epoch 17: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1945 - accuracy: 0.9341 - val_loss: 0.8108 - val_accuracy: 0.7810 - lr: 2.0000e-04
Epoch 18/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.1821 - accuracy: 0.9394
Epoch 18: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1820 - accuracy: 0.9394 - val_loss: 0.8507 - val_accuracy: 0.7783 - lr: 2.0000e-04
Epoch 19/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.1523 - accuracy: 0.9505
Epoch 19: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1527 - accuracy: 0.9503 - val_loss: 0.8452 - val_accuracy: 0.7856 - lr: 4.0000e-05
Epoch 20/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.1454 - accuracy: 0.9534
Epoch 20: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1461 - accuracy: 0.9529 - val_loss: 0.8440 - val_accuracy: 0.7819 - lr: 4.0000e-05
Epoch 21/30
2181/2192 [============================>.] - ETA: 0s - loss: 0.1387 - accuracy: 0.9562
Epoch 21: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1401 - accuracy: 0.9557 - val_loss: 0.8515 - val_accuracy: 0.7833 - lr: 4.0000e-05
Epoch 22/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.1428 - accuracy: 0.9540
Epoch 22: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1427 - accuracy: 0.9540 - val_loss: 0.8477 - val_accuracy: 0.7879 - lr: 4.0000e-05
Epoch 23/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.1366 - accuracy: 0.9545
Epoch 23: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1371 - accuracy: 0.9543 - val_loss: 0.8547 - val_accuracy: 0.7838 - lr: 4.0000e-05
Epoch 24/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.1277 - accuracy: 0.9588
Epoch 24: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1277 - accuracy: 0.9588 - val_loss: 0.8548 - val_accuracy: 0.7819 - lr: 8.0000e-06
Epoch 25/30
2181/2192 [============================>.] - ETA: 0s - loss: 0.1298 - accuracy: 0.9582
Epoch 25: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1298 - accuracy: 0.9580 - val_loss: 0.8515 - val_accuracy: 0.7851 - lr: 8.0000e-06
Epoch 26/30
2179/2192 [============================>.] - ETA: 0s - loss: 0.1266 - accuracy: 0.9571
Epoch 26: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1267 - accuracy: 0.9570 - val_loss: 0.8551 - val_accuracy: 0.7847 - lr: 8.0000e-06
Epoch 27/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.1273 - accuracy: 0.9573
Epoch 27: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1270 - accuracy: 0.9575 - val_loss: 0.8544 - val_accuracy: 0.7851 - lr: 8.0000e-06
Epoch 28/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.1288 - accuracy: 0.9594
Epoch 28: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1287 - accuracy: 0.9594 - val_loss: 0.8579 - val_accuracy: 0.7819 - lr: 8.0000e-06
Epoch 29/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.1255 - accuracy: 0.9586
Epoch 29: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1254 - accuracy: 0.9587 - val_loss: 0.8575 - val_accuracy: 0.7847 - lr: 1.6000e-06
Epoch 30/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.1261 - accuracy: 0.9591
Epoch 30: val_loss did not improve from 0.74398
2192/2192 [==============================] - 7s 3ms/step - loss: 0.1261 - accuracy: 0.9592 - val_loss: 0.8579 - val_accuracy: 0.7851 - lr: 1.6000e-06
No description has been provided for this image
In [69]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 512)
(678, 7)
170/170 [==============================] - 1s 1ms/step
Out[69]:
(678, 7)
In [71]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[69  1  2 10  2  8  6]
 [ 2 74  1  6  6  1  2]
 [ 7  3 71  2 12  2  3]
 [13  9  6 55  4  7  4]
 [ 6  4  8  9 60  3  6]
 [ 3  4  6 15  6 60  2]
 [ 7  0  7 13  6  2 63]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.64      0.70      0.67        98
           1       0.78      0.80      0.79        92
           2       0.70      0.71      0.71       100
           3       0.50      0.56      0.53        98
           4       0.62      0.62      0.62        96
           5       0.72      0.62      0.67        96
           6       0.73      0.64      0.68        98

    accuracy                           0.67       678
   macro avg       0.67      0.67      0.67       678
weighted avg       0.67      0.67      0.67       678

Vgg16 GAVG 8 Class¶

In [12]:
#### Model setup:
Extractor = 'vgg16_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [15]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir,'vgg16_gavg',)
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 512)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 512)
Shape of y_test:  (2480, 8)
In [16]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 128)               328192    
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 329,224
Trainable params: 329,224
Non-trainable params: 0
_________________________________________________________________
2023-09-12 01:45:44.349669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:45:44.350596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:45:44.351179: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [17]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-12 01:45:50.849808: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 813137920 exceeds 10% of free system memory.
2023-09-12 01:45:51.266118: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 813137920 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 01:45:51.661283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:45:51.662258: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:45:51.662924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:45:52.024557: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:45:52.025395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:45:52.026194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:45:52.404250: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-12 01:45:52.449801: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f53300e96d0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-12 01:45:52.449821: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 01:45:52.449825: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 01:45:52.454004: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-12 01:45:52.564558: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2469/2482 [============================>.] - ETA: 0s - loss: 1.3327 - accuracy: 0.5277
2023-09-12 01:46:02.096123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:02.097120: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:02.097735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 1.16490, saving model to lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-12 01:46:03.308116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:03.309054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:03.309710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:03.425726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:03.426447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:03.427082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:03.534783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:03.535554: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:03.536286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:03.553687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.558767: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.662960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:03.663651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:03.664294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:03.681029: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:03.781427: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:03.782354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:03.783007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:03.798528: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:03.806083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.811865: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:03.818077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.823509: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:03.829102: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.833720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.843097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.848418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.882664: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:03.893658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:03.899095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:04.000666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:04.001582: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:04.002214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:04.230328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:04.231027: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:04.231732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:04.261701: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:04.266422: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:04.271620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:04.276424: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:04.377679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:04.378362: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:04.378997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:04.482955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:04.483831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:04.484459: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:04.593630: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:04.594318: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:04.594932: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:04.701817: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:04.702703: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:04.703336: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 01:46:04.764423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,512]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 14s 5ms/step - loss: 1.3313 - accuracy: 0.5283 - val_loss: 1.1649 - val_accuracy: 0.5944 - lr: 0.0010
Epoch 2/30
2467/2482 [============================>.] - ETA: 0s - loss: 1.0091 - accuracy: 0.6481
Epoch 2: val_loss improved from 1.16490 to 1.09508, saving model to lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-12 01:46:15.155770: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.156778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.157398: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.274321: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.275039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.275664: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.382252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.383122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.383744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.400392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.405380: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.509679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.510361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.510986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.527433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:15.628669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.629526: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.630126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.644915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:15.652060: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.657315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:15.662884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.667800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:15.672897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.677152: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.685983: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.690969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.706199: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:15.716216: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.721517: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.818049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.818713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.819317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.925797: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:15.926470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:15.927145: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:15.949943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:15.954590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:15.959511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:15.964497: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:16.058271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:16.058900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:16.059471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:16.161250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:16.162117: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:16.162726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:16.273896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:16.274581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:16.275174: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:16.379807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:16.380695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:16.381329: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 01:46:16.442226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,512]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 1.0074 - accuracy: 0.6485 - val_loss: 1.0951 - val_accuracy: 0.6117 - lr: 0.0010
Epoch 3/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.8838 - accuracy: 0.6936
Epoch 3: val_loss did not improve from 1.09508
2482/2482 [==============================] - 10s 4ms/step - loss: 0.8850 - accuracy: 0.6931 - val_loss: 1.1395 - val_accuracy: 0.6117 - lr: 0.0010
Epoch 4/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.8076 - accuracy: 0.7236
Epoch 4: val_loss improved from 1.09508 to 1.05634, saving model to lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-12 01:46:36.569222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:36.570261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:36.570929: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:36.688827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:36.689504: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:36.690139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:36.799384: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:36.800311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:36.800947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:36.818032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:36.823063: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:36.928186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:36.928902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:36.929545: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:36.946510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:37.046922: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:37.047677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:37.048446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:37.063672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:37.071228: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.076834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:37.082667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.087867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:37.093348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.097920: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.107363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.112722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.129502: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:37.140324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.145917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.503063: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:37.504050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:37.504709: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:37.614697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:37.615426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:37.616064: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:37.640607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:37.645546: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:37.650599: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.655205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:37.759060: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:37.759825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:37.760600: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:37.866536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:37.867248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:37.867858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:37.980534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:37.981409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:37.982043: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:38.088636: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:38.089307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:38.089939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 01:46:38.149470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,512]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.8081 - accuracy: 0.7235 - val_loss: 1.0563 - val_accuracy: 0.6403 - lr: 0.0010
Epoch 5/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.7438 - accuracy: 0.7406
Epoch 5: val_loss improved from 1.05634 to 1.05467, saving model to lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-12 01:46:48.737139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:48.738222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:48.738886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:48.850505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:48.851177: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:48.851783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:48.953408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:48.954401: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:48.955008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:48.971377: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:48.976461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.080471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.081146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.081780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.098512: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:49.198251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.198977: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.199835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.214843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:49.222308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.227699: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:49.233434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.238549: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:49.243825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.248232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.257330: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.262359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.278344: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,512]
	 [[{{node input_1}}]]
2023-09-12 01:46:49.288594: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.293782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.393077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.393761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.394393: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.502439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.503438: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.504068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.527924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:49.532682: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,512]
	 [[{{node inputs_0}}]]
2023-09-12 01:46:49.537626: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.542163: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,512]
	 [[{{node inputs}}]]
2023-09-12 01:46:49.639096: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.639767: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.640410: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.746026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.746973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.747603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.857673: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.858369: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.858994: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:46:49.963374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:46:49.965109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:46:49.966001: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 01:46:50.025806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,512]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.7437 - accuracy: 0.7407 - val_loss: 1.0547 - val_accuracy: 0.6472 - lr: 0.0010
Epoch 6/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.6845 - accuracy: 0.7611
Epoch 6: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6848 - accuracy: 0.7610 - val_loss: 1.0872 - val_accuracy: 0.6435 - lr: 0.0010
Epoch 7/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.6234 - accuracy: 0.7847
Epoch 7: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6234 - accuracy: 0.7845 - val_loss: 1.1107 - val_accuracy: 0.6472 - lr: 0.0010
Epoch 8/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5726 - accuracy: 0.8008
Epoch 8: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5726 - accuracy: 0.8008 - val_loss: 1.0922 - val_accuracy: 0.6552 - lr: 0.0010
Epoch 9/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5348 - accuracy: 0.8173
Epoch 9: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5346 - accuracy: 0.8173 - val_loss: 1.1813 - val_accuracy: 0.6403 - lr: 0.0010
Epoch 10/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.5009 - accuracy: 0.8243
Epoch 10: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5020 - accuracy: 0.8238 - val_loss: 1.1559 - val_accuracy: 0.6496 - lr: 0.0010
Epoch 11/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.3441 - accuracy: 0.8834
Epoch 11: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.3437 - accuracy: 0.8835 - val_loss: 1.2022 - val_accuracy: 0.6722 - lr: 2.0000e-04
Epoch 12/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.3081 - accuracy: 0.8941
Epoch 12: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.3081 - accuracy: 0.8941 - val_loss: 1.2419 - val_accuracy: 0.6685 - lr: 2.0000e-04
Epoch 13/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.2838 - accuracy: 0.9022
Epoch 13: val_loss did not improve from 1.05467
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2836 - accuracy: 0.9022 - val_loss: 1.3359 - val_accuracy: 0.6613 - lr: 2.0000e-04
Epoch 14/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.2674 - accuracy: 0.9096
Epoch 14: val_loss did not improve from 1.05467
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2673 - accuracy: 0.9096 - val_loss: 1.3430 - val_accuracy: 0.6669 - lr: 2.0000e-04
Epoch 15/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.2470 - accuracy: 0.9178
Epoch 15: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.2469 - accuracy: 0.9179 - val_loss: 1.3812 - val_accuracy: 0.6645 - lr: 2.0000e-04
Epoch 16/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.2039 - accuracy: 0.9347
Epoch 16: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.2041 - accuracy: 0.9346 - val_loss: 1.4026 - val_accuracy: 0.6698 - lr: 4.0000e-05
Epoch 17/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.1947 - accuracy: 0.9384
Epoch 17: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1953 - accuracy: 0.9380 - val_loss: 1.4280 - val_accuracy: 0.6665 - lr: 4.0000e-05
Epoch 18/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.1974 - accuracy: 0.9372
Epoch 18: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1975 - accuracy: 0.9371 - val_loss: 1.4497 - val_accuracy: 0.6629 - lr: 4.0000e-05
Epoch 19/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.1885 - accuracy: 0.9377
Epoch 19: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1882 - accuracy: 0.9378 - val_loss: 1.4729 - val_accuracy: 0.6673 - lr: 4.0000e-05
Epoch 20/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.1925 - accuracy: 0.9362
Epoch 20: val_loss did not improve from 1.05467
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1924 - accuracy: 0.9362 - val_loss: 1.4780 - val_accuracy: 0.6625 - lr: 4.0000e-05
Epoch 21/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1765 - accuracy: 0.9447
Epoch 21: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1765 - accuracy: 0.9447 - val_loss: 1.4762 - val_accuracy: 0.6669 - lr: 8.0000e-06
Epoch 22/30
2468/2482 [============================>.] - ETA: 0s - loss: 0.1789 - accuracy: 0.9438
Epoch 22: val_loss did not improve from 1.05467
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1787 - accuracy: 0.9440 - val_loss: 1.4849 - val_accuracy: 0.6657 - lr: 8.0000e-06
Epoch 23/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.1742 - accuracy: 0.9423
Epoch 23: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1745 - accuracy: 0.9424 - val_loss: 1.4945 - val_accuracy: 0.6645 - lr: 8.0000e-06
Epoch 24/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.1769 - accuracy: 0.9412
Epoch 24: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1767 - accuracy: 0.9411 - val_loss: 1.4937 - val_accuracy: 0.6649 - lr: 8.0000e-06
Epoch 25/30
2469/2482 [============================>.] - ETA: 0s - loss: 0.1748 - accuracy: 0.9447
Epoch 25: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1743 - accuracy: 0.9449 - val_loss: 1.4989 - val_accuracy: 0.6669 - lr: 8.0000e-06
Epoch 26/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.1719 - accuracy: 0.9433
Epoch 26: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1718 - accuracy: 0.9434 - val_loss: 1.5003 - val_accuracy: 0.6665 - lr: 1.6000e-06
Epoch 27/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.1699 - accuracy: 0.9453
Epoch 27: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1699 - accuracy: 0.9454 - val_loss: 1.4989 - val_accuracy: 0.6669 - lr: 1.6000e-06
Epoch 28/30
2482/2482 [==============================] - ETA: 0s - loss: 0.1733 - accuracy: 0.9446
Epoch 28: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1733 - accuracy: 0.9446 - val_loss: 1.4988 - val_accuracy: 0.6669 - lr: 1.6000e-06
Epoch 29/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.1725 - accuracy: 0.9443
Epoch 29: val_loss did not improve from 1.05467
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1725 - accuracy: 0.9443 - val_loss: 1.4997 - val_accuracy: 0.6649 - lr: 1.6000e-06
Epoch 30/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1720 - accuracy: 0.9443
Epoch 30: val_loss did not improve from 1.05467
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1720 - accuracy: 0.9443 - val_loss: 1.5003 - val_accuracy: 0.6649 - lr: 1.6000e-06
No description has been provided for this image
In [19]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 512)
(778, 8)
 77/195 [==========>...................] - ETA: 0s
2023-09-12 01:51:40.233716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:51:40.234395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:51:40.235097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
195/195 [==============================] - 0s 2ms/step
Out[19]:
(778, 8)
In [20]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[65  0  2 13  3  8  6  1]
 [ 1 70  3  7  4  4  1  2]
 [ 6  5 65  3  8  3  3  7]
 [11  8  2 49  6 10  8  4]
 [ 3  3 12  9 54  1  6  8]
 [ 5  0  6 21  7 50  6  1]
 [ 4  0  8  7  7  6 61  5]
 [ 6  3  6  7 11  3  8 56]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.64      0.66      0.65        98
           1       0.79      0.76      0.77        92
           2       0.62      0.65      0.64       100
           3       0.42      0.50      0.46        98
           4       0.54      0.56      0.55        96
           5       0.59      0.52      0.55        96
           6       0.62      0.62      0.62        98
           7       0.67      0.56      0.61       100

    accuracy                           0.60       778
   macro avg       0.61      0.60      0.61       778
weighted avg       0.61      0.60      0.61       778

MobV2 GAVG¶

In [18]:
#### Model setup:
Extractor = 'mobV2_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [19]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1280)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1280)
Shape of y_test:  (2191, 7)
In [21]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 722,311
Trainable params: 722,311
Non-trainable params: 0
_________________________________________________________________
2023-09-09 00:15:16.385668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:15:16.386565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:15:16.387158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [12]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-08 04:41:46.159100: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 1795891200 exceeds 10% of free system memory.
2023-09-08 04:41:47.155056: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 1795891200 exceeds 10% of free system memory.
Epoch 1/30
2023-09-08 04:41:47.902888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:47.903971: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:47.904656: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:48.269543: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:48.270487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:48.271147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:48.641718: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-08 04:41:48.711972: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f10ac02eca0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-08 04:41:48.711998: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-08 04:41:48.712002: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-08 04:41:48.739899: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
  17/2193 [..............................] - ETA: 7s - loss: 2.0245 - accuracy: 0.2206   
2023-09-08 04:41:48.995333: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2192/2193 [============================>.] - ETA: 0s - loss: 0.8491 - accuracy: 0.7100
2023-09-08 04:41:57.467389: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 448716800 exceeds 10% of free system memory.
2023-09-08 04:41:57.733988: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 448716800 exceeds 10% of free system memory.
2023-09-08 04:41:58.009340: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:58.010091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:58.010804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.70976, saving model to lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 04:41:59.353508: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:59.354475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:59.355089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:59.472306: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:59.472993: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:59.473628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:59.583243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:59.584129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:59.584768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:59.602756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.607987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.714320: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:59.715009: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:59.715645: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:59.733362: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:41:59.836008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:41:59.836925: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:41:59.837577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:41:59.853666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:41:59.861501: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.867787: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:41:59.874155: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.879593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:41:59.885272: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.890004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.900296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.905828: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.941094: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:41:59.952774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:41:59.958640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:00.177204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:00.178097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:00.178719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:00.289479: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:00.290179: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:00.290802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:00.322683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 04:42:00.327696: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 04:42:00.332948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:00.337703: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:00.441181: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:00.441999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:00.442609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:00.550764: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:00.551462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:00.552095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:00.666287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:00.667126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:00.667759: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:00.775766: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:00.776428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:00.777036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 04:42:00.840232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 6ms/step - loss: 0.8491 - accuracy: 0.7100 - val_loss: 0.7098 - val_accuracy: 0.7613 - lr: 0.0010
Epoch 2/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.5780 - accuracy: 0.8041
Epoch 2: val_loss did not improve from 0.70976
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5779 - accuracy: 0.8040 - val_loss: 0.7242 - val_accuracy: 0.7485 - lr: 0.0010
Epoch 3/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.5011 - accuracy: 0.8319
Epoch 3: val_loss improved from 0.70976 to 0.68185, saving model to lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 04:42:20.389907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:20.390789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:20.391386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:20.502795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:20.503477: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:20.504112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:20.608243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:20.609289: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:20.610116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:20.627345: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.632695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.730524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:20.731175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:20.731768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:20.747505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:20.849049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:20.849914: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:20.850500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:20.864975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:20.872062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.877351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:20.882911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.887872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:20.892981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.897257: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.906142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.911108: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.926378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:20.936444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:20.941897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:21.038096: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:21.038777: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:21.039369: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:21.149768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:21.150690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:21.151290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:21.174476: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 04:42:21.179161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 04:42:21.184339: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:21.190944: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:21.289484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:21.290105: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:21.290706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:21.399197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:21.400047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:21.400653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:21.507940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:21.508619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:21.509208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:21.616145: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:21.617247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:21.618069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 04:42:21.687236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.5005 - accuracy: 0.8319 - val_loss: 0.6819 - val_accuracy: 0.7791 - lr: 0.0010
Epoch 4/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.4473 - accuracy: 0.8460
Epoch 4: val_loss did not improve from 0.68185
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4472 - accuracy: 0.8462 - val_loss: 0.7367 - val_accuracy: 0.7558 - lr: 0.0010
Epoch 5/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.4084 - accuracy: 0.8604
Epoch 5: val_loss improved from 0.68185 to 0.67662, saving model to lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 04:42:40.892446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:40.893395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:40.894066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.008397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:41.009104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:41.009739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.361361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:41.362268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:41.362890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.380109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.385136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.486349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:41.487048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:41.487672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.504240: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:41.600207: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:41.601082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:41.601692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.616132: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:41.623261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.628563: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:41.634157: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.639855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:41.645034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.649467: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.658694: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.663963: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.679667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 04:42:41.690013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.695314: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.791878: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:41.792588: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:41.793178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.903566: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:41.904565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:41.905191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:41.929365: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 04:42:41.934158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 04:42:41.939289: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:41.944032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 04:42:42.042852: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:42.043572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:42.044194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:42.150717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:42.151655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:42.152297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:42.261801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:42.262500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:42.263114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:42:42.367728: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:42:42.368666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:42:42.369315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 04:42:42.429928: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4081 - accuracy: 0.8605 - val_loss: 0.6766 - val_accuracy: 0.7723 - lr: 0.0010
Epoch 6/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.3807 - accuracy: 0.8697
Epoch 6: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3809 - accuracy: 0.8698 - val_loss: 0.6802 - val_accuracy: 0.7645 - lr: 0.0010
Epoch 7/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.3563 - accuracy: 0.8753
Epoch 7: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3562 - accuracy: 0.8751 - val_loss: 0.8436 - val_accuracy: 0.7298 - lr: 0.0010
Epoch 8/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.3244 - accuracy: 0.8896
Epoch 8: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3242 - accuracy: 0.8897 - val_loss: 0.7736 - val_accuracy: 0.7444 - lr: 0.0010
Epoch 9/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.3077 - accuracy: 0.8948
Epoch 9: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3075 - accuracy: 0.8947 - val_loss: 0.7699 - val_accuracy: 0.7426 - lr: 0.0010
Epoch 10/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.2969 - accuracy: 0.8958
Epoch 10: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2973 - accuracy: 0.8958 - val_loss: 0.7870 - val_accuracy: 0.7485 - lr: 0.0010
Epoch 11/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.2092 - accuracy: 0.9303
Epoch 11: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2091 - accuracy: 0.9303 - val_loss: 0.7666 - val_accuracy: 0.7631 - lr: 2.0000e-04
Epoch 12/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.1966 - accuracy: 0.9341
Epoch 12: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1965 - accuracy: 0.9342 - val_loss: 0.7775 - val_accuracy: 0.7640 - lr: 2.0000e-04
Epoch 13/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.1784 - accuracy: 0.9418
Epoch 13: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1784 - accuracy: 0.9417 - val_loss: 0.7506 - val_accuracy: 0.7736 - lr: 2.0000e-04
Epoch 14/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.1724 - accuracy: 0.9425
Epoch 14: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1724 - accuracy: 0.9425 - val_loss: 0.7554 - val_accuracy: 0.7677 - lr: 2.0000e-04
Epoch 15/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.1647 - accuracy: 0.9445
Epoch 15: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1645 - accuracy: 0.9445 - val_loss: 0.7503 - val_accuracy: 0.7709 - lr: 2.0000e-04
Epoch 16/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.1473 - accuracy: 0.9522
Epoch 16: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1470 - accuracy: 0.9523 - val_loss: 0.7508 - val_accuracy: 0.7727 - lr: 4.0000e-05
Epoch 17/30
2193/2193 [==============================] - ETA: 0s - loss: 0.1420 - accuracy: 0.9566
Epoch 17: val_loss did not improve from 0.67662
2193/2193 [==============================] - 9s 4ms/step - loss: 0.1420 - accuracy: 0.9566 - val_loss: 0.7556 - val_accuracy: 0.7686 - lr: 4.0000e-05
Epoch 18/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.1380 - accuracy: 0.9578
Epoch 18: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1380 - accuracy: 0.9578 - val_loss: 0.7593 - val_accuracy: 0.7709 - lr: 4.0000e-05
Epoch 19/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.1396 - accuracy: 0.9560
Epoch 19: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1395 - accuracy: 0.9561 - val_loss: 0.7602 - val_accuracy: 0.7695 - lr: 4.0000e-05
Epoch 20/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.1336 - accuracy: 0.9575
Epoch 20: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1336 - accuracy: 0.9575 - val_loss: 0.7619 - val_accuracy: 0.7668 - lr: 4.0000e-05
Epoch 21/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.1347 - accuracy: 0.9590
Epoch 21: val_loss did not improve from 0.67662
2193/2193 [==============================] - 9s 4ms/step - loss: 0.1348 - accuracy: 0.9591 - val_loss: 0.7648 - val_accuracy: 0.7695 - lr: 8.0000e-06
Epoch 22/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.1342 - accuracy: 0.9574
Epoch 22: val_loss did not improve from 0.67662
2193/2193 [==============================] - 9s 4ms/step - loss: 0.1345 - accuracy: 0.9572 - val_loss: 0.7639 - val_accuracy: 0.7691 - lr: 8.0000e-06
Epoch 23/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.1293 - accuracy: 0.9606
Epoch 23: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1292 - accuracy: 0.9607 - val_loss: 0.7658 - val_accuracy: 0.7686 - lr: 8.0000e-06
Epoch 24/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.1315 - accuracy: 0.9590
Epoch 24: val_loss did not improve from 0.67662
2193/2193 [==============================] - 9s 4ms/step - loss: 0.1313 - accuracy: 0.9591 - val_loss: 0.7674 - val_accuracy: 0.7695 - lr: 8.0000e-06
Epoch 25/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.1349 - accuracy: 0.9588
Epoch 25: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1349 - accuracy: 0.9588 - val_loss: 0.7700 - val_accuracy: 0.7672 - lr: 8.0000e-06
Epoch 26/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.1283 - accuracy: 0.9602
Epoch 26: val_loss did not improve from 0.67662
2193/2193 [==============================] - 9s 4ms/step - loss: 0.1283 - accuracy: 0.9602 - val_loss: 0.7689 - val_accuracy: 0.7677 - lr: 1.6000e-06
Epoch 27/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.1323 - accuracy: 0.9567
Epoch 27: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1324 - accuracy: 0.9567 - val_loss: 0.7687 - val_accuracy: 0.7686 - lr: 1.6000e-06
Epoch 28/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.1260 - accuracy: 0.9591
Epoch 28: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 4ms/step - loss: 0.1262 - accuracy: 0.9589 - val_loss: 0.7677 - val_accuracy: 0.7681 - lr: 1.6000e-06
Epoch 29/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.1343 - accuracy: 0.9579
Epoch 29: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1344 - accuracy: 0.9578 - val_loss: 0.7669 - val_accuracy: 0.7691 - lr: 1.6000e-06
Epoch 30/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.1299 - accuracy: 0.9609
Epoch 30: val_loss did not improve from 0.67662
2193/2193 [==============================] - 10s 5ms/step - loss: 0.1297 - accuracy: 0.9610 - val_loss: 0.7669 - val_accuracy: 0.7691 - lr: 1.6000e-06
No description has been provided for this image
In [13]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1280)
(678, 7)
 20/170 [==>...........................] - ETA: 0s 
2023-09-08 04:48:53.134068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 04:48:53.134964: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 04:48:53.135593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 04:48:53.228969: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
170/170 [==============================] - 1s 3ms/step
Out[13]:
(678, 7)
In [14]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[77  1  3  9  5  2  1]
 [ 1 78  2  7  1  3  0]
 [ 5  2 77  7  4  2  3]
 [ 9 12  2 66  0  6  3]
 [ 3  4  7  7 70  2  3]
 [ 2  6  6 18  3 58  3]
 [ 1  2  7 13  5  3 67]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.79      0.79      0.79        98
           1       0.74      0.85      0.79        92
           2       0.74      0.77      0.75       100
           3       0.52      0.67      0.59        98
           4       0.80      0.73      0.76        96
           5       0.76      0.60      0.67        96
           6       0.84      0.68      0.75        98

    accuracy                           0.73       678
   macro avg       0.74      0.73      0.73       678
weighted avg       0.74      0.73      0.73       678

MobV2 GAVG 8 Class¶

In [10]:
#### Model setup:
Extractor = 'mobV2_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [11]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1280)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1280)
Shape of y_test:  (2480, 8)
In [12]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 722,440
Trainable params: 722,440
Non-trainable params: 0
_________________________________________________________________
2023-09-12 01:11:13.278070: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:13.279010: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:13.279633: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [13]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-12 01:11:20.703524: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
2023-09-12 01:11:21.712393: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 01:11:22.488562: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:22.489530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:22.490173: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:22.854714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:22.855590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:22.856251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:23.227933: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-12 01:11:23.301436: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7fee703a7320 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-12 01:11:23.301465: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 01:11:23.301472: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 01:11:23.306523: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-12 01:11:23.414529: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2476/2482 [============================>.] - ETA: 0s - loss: 0.9359 - accuracy: 0.6900
2023-09-12 01:11:33.454882: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:33.455815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:33.456426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.79080, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-12 01:11:34.718954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:34.719889: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:34.720535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:34.831943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:34.832654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:34.833290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:34.940193: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:34.941098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:34.941746: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:34.960422: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:34.966412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.077239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:35.077954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:35.078597: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:35.096059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:35.197461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:35.198521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:35.199166: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:35.214822: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:35.222544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.228387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:35.234534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.240115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:35.245695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.250390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.259976: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.265403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.300177: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:35.311268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.316825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.537321: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:35.537992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:35.538623: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:35.646972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:35.647823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:35.648490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:35.679378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 01:11:35.684212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 01:11:35.689284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.693994: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:35.793117: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:35.793803: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:35.794426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:35.899177: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:35.900151: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:35.900803: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:36.011763: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:36.012443: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:36.013048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:36.121197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:36.122129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:36.122756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 01:11:36.183970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 14s 5ms/step - loss: 0.9354 - accuracy: 0.6903 - val_loss: 0.7908 - val_accuracy: 0.7464 - lr: 0.0010
Epoch 2/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.6389 - accuracy: 0.7888
Epoch 2: val_loss did not improve from 0.79080
2482/2482 [==============================] - 11s 4ms/step - loss: 0.6387 - accuracy: 0.7888 - val_loss: 0.8430 - val_accuracy: 0.7113 - lr: 0.0010
Epoch 3/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.5589 - accuracy: 0.8122
Epoch 3: val_loss improved from 0.79080 to 0.76549, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-12 01:11:57.874352: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:57.875261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:57.875900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:57.989256: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:57.989932: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:57.990565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.093530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.094335: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.094942: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.111626: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.116981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.217837: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.218528: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.219142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.235395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:58.334639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.335493: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.336108: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.351054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:58.358327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.363763: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:58.369683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.374747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:58.380058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.384442: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.393555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.398610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.414062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 01:11:58.424416: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.429788: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.528715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.529386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.530006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.637046: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.637914: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.638525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.662311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 01:11:58.667131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 01:11:58.672267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.676997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 01:11:58.774625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.777573: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.778235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:58.888171: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:58.889054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:58.889697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:59.004360: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:59.005046: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:59.005712: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:11:59.114492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:11:59.115264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:11:59.115951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 01:11:59.178715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5585 - accuracy: 0.8124 - val_loss: 0.7655 - val_accuracy: 0.7476 - lr: 0.0010
Epoch 4/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5136 - accuracy: 0.8291
Epoch 4: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5136 - accuracy: 0.8291 - val_loss: 0.7865 - val_accuracy: 0.7444 - lr: 0.0010
Epoch 5/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.4807 - accuracy: 0.8360
Epoch 5: val_loss did not improve from 0.76549
2482/2482 [==============================] - 10s 4ms/step - loss: 0.4806 - accuracy: 0.8361 - val_loss: 0.8406 - val_accuracy: 0.7185 - lr: 0.0010
Epoch 6/30
2468/2482 [============================>.] - ETA: 0s - loss: 0.4358 - accuracy: 0.8552
Epoch 6: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4366 - accuracy: 0.8547 - val_loss: 0.8878 - val_accuracy: 0.7036 - lr: 0.0010
Epoch 7/30
2469/2482 [============================>.] - ETA: 0s - loss: 0.4050 - accuracy: 0.8634
Epoch 7: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4059 - accuracy: 0.8632 - val_loss: 0.7678 - val_accuracy: 0.7492 - lr: 0.0010
Epoch 8/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.3984 - accuracy: 0.8645
Epoch 8: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.3981 - accuracy: 0.8647 - val_loss: 0.8065 - val_accuracy: 0.7444 - lr: 0.0010
Epoch 9/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.3093 - accuracy: 0.8966
Epoch 9: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.3093 - accuracy: 0.8967 - val_loss: 0.7819 - val_accuracy: 0.7508 - lr: 2.0000e-04
Epoch 10/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.2843 - accuracy: 0.9035
Epoch 10: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2842 - accuracy: 0.9035 - val_loss: 0.7964 - val_accuracy: 0.7532 - lr: 2.0000e-04
Epoch 11/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.2566 - accuracy: 0.9156
Epoch 11: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2564 - accuracy: 0.9156 - val_loss: 0.8013 - val_accuracy: 0.7544 - lr: 2.0000e-04
Epoch 12/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.2453 - accuracy: 0.9179
Epoch 12: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2448 - accuracy: 0.9180 - val_loss: 0.7882 - val_accuracy: 0.7645 - lr: 2.0000e-04
Epoch 13/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.2335 - accuracy: 0.9238
Epoch 13: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2339 - accuracy: 0.9237 - val_loss: 0.8163 - val_accuracy: 0.7581 - lr: 2.0000e-04
Epoch 14/30
2468/2482 [============================>.] - ETA: 0s - loss: 0.2124 - accuracy: 0.9334
Epoch 14: val_loss did not improve from 0.76549
2482/2482 [==============================] - 10s 4ms/step - loss: 0.2116 - accuracy: 0.9337 - val_loss: 0.8001 - val_accuracy: 0.7597 - lr: 4.0000e-05
Epoch 15/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.2023 - accuracy: 0.9362
Epoch 15: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2021 - accuracy: 0.9363 - val_loss: 0.8074 - val_accuracy: 0.7585 - lr: 4.0000e-05
Epoch 16/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.1959 - accuracy: 0.9390
Epoch 16: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1960 - accuracy: 0.9388 - val_loss: 0.8076 - val_accuracy: 0.7556 - lr: 4.0000e-05
Epoch 17/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1989 - accuracy: 0.9380
Epoch 17: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1989 - accuracy: 0.9380 - val_loss: 0.8124 - val_accuracy: 0.7609 - lr: 4.0000e-05
Epoch 18/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.1947 - accuracy: 0.9366
Epoch 18: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1953 - accuracy: 0.9364 - val_loss: 0.8042 - val_accuracy: 0.7601 - lr: 4.0000e-05
Epoch 19/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.1926 - accuracy: 0.9415
Epoch 19: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1933 - accuracy: 0.9414 - val_loss: 0.8067 - val_accuracy: 0.7605 - lr: 8.0000e-06
Epoch 20/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.1883 - accuracy: 0.9414
Epoch 20: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1884 - accuracy: 0.9413 - val_loss: 0.8076 - val_accuracy: 0.7633 - lr: 8.0000e-06
Epoch 21/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.1874 - accuracy: 0.9412
Epoch 21: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1874 - accuracy: 0.9413 - val_loss: 0.8099 - val_accuracy: 0.7621 - lr: 8.0000e-06
Epoch 22/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1844 - accuracy: 0.9427
Epoch 22: val_loss did not improve from 0.76549
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1843 - accuracy: 0.9427 - val_loss: 0.8087 - val_accuracy: 0.7601 - lr: 8.0000e-06
Epoch 23/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.1860 - accuracy: 0.9426
Epoch 23: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1860 - accuracy: 0.9427 - val_loss: 0.8078 - val_accuracy: 0.7625 - lr: 8.0000e-06
Epoch 24/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.1852 - accuracy: 0.9435
Epoch 24: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1855 - accuracy: 0.9432 - val_loss: 0.8080 - val_accuracy: 0.7629 - lr: 1.6000e-06
Epoch 25/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1895 - accuracy: 0.9403
Epoch 25: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1895 - accuracy: 0.9404 - val_loss: 0.8078 - val_accuracy: 0.7629 - lr: 1.6000e-06
Epoch 26/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1846 - accuracy: 0.9413
Epoch 26: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1846 - accuracy: 0.9413 - val_loss: 0.8088 - val_accuracy: 0.7613 - lr: 1.6000e-06
Epoch 27/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.1857 - accuracy: 0.9413
Epoch 27: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1856 - accuracy: 0.9413 - val_loss: 0.8086 - val_accuracy: 0.7617 - lr: 1.6000e-06
Epoch 28/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.1886 - accuracy: 0.9406
Epoch 28: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1884 - accuracy: 0.9406 - val_loss: 0.8086 - val_accuracy: 0.7609 - lr: 1.6000e-06
Epoch 29/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.1810 - accuracy: 0.9452
Epoch 29: val_loss did not improve from 0.76549
2482/2482 [==============================] - 11s 4ms/step - loss: 0.1808 - accuracy: 0.9453 - val_loss: 0.8084 - val_accuracy: 0.7609 - lr: 1.0000e-06
Epoch 30/30
2482/2482 [==============================] - ETA: 0s - loss: 0.1884 - accuracy: 0.9398
Epoch 30: val_loss did not improve from 0.76549
2482/2482 [==============================] - 10s 4ms/step - loss: 0.1884 - accuracy: 0.9398 - val_loss: 0.8085 - val_accuracy: 0.7609 - lr: 1.0000e-06
No description has been provided for this image
In [14]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1280)
(778, 8)
 20/195 [==>...........................] - ETA: 0s 
2023-09-12 01:17:54.451073: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 01:17:54.452074: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 01:17:54.452730: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 01:17:54.553653: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
195/195 [==============================] - 1s 3ms/step
Out[14]:
(778, 8)
In [15]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[71  2  0 14  4  0  1  6]
 [ 0 71  4  8  2  4  0  3]
 [ 0  4 66  5  6  2  3 14]
 [ 3  9  2 60  9  6  4  5]
 [ 0  2  5  7 70  1  4  7]
 [ 0  5  1 11  5 68  4  2]
 [ 3  1  3  8  6  6 66  5]
 [ 1  4  5  8  3  8  1 70]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.91      0.72      0.81        98
           1       0.72      0.77      0.75        92
           2       0.77      0.66      0.71       100
           3       0.50      0.61      0.55        98
           4       0.67      0.73      0.70        96
           5       0.72      0.71      0.71        96
           6       0.80      0.67      0.73        98
           7       0.62      0.70      0.66       100

    accuracy                           0.70       778
   macro avg       0.71      0.70      0.70       778
weighted avg       0.71      0.70      0.70       778

In [ ]:
 
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In [ ]:
 

MobV2 GAVG 9 Class¶

In [10]:
#### Model setup:
Extractor = 'mobV2_gavg_9class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [11]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (11078, 40, 1280)
Shape of y_train:  (11078, 9)
Shape of X_test:  (2768, 40, 1280)
Shape of y_test:  (2768, 9)
In [12]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 9)                 1161      
                                                                 
=================================================================
Total params: 722,569
Trainable params: 722,569
Non-trainable params: 0
_________________________________________________________________
2023-09-09 04:08:17.097524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:17.098264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:17.099038: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [13]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-09 04:08:21.600110: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2268774400 exceeds 10% of free system memory.
2023-09-09 04:08:22.773701: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2268774400 exceeds 10% of free system memory.
Epoch 1/30
2023-09-09 04:08:23.647884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:23.648917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:23.649614: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:24.038001: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:24.038986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:24.039643: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:24.405007: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-09 04:08:24.455506: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f37b42e5d40 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-09 04:08:24.455537: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-09 04:08:24.455543: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-09 04:08:24.460326: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-09 04:08:24.568063: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2761/2770 [============================>.] - ETA: 0s - loss: 1.0043 - accuracy: 0.6776
2023-09-09 04:08:35.687685: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:35.688683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:35.691268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.90145, saving model to lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 04:08:37.304371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:37.305671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:37.306341: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:37.423859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:37.424543: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:37.425165: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:37.534961: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:37.535816: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:37.536472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:37.554394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.559608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.667411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:37.668088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:37.668712: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:37.686217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:37.788712: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:37.789580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:37.790198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:37.806050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:37.813849: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.819789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:37.826053: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.831615: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:37.837324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.842000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.851533: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.856907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.892138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:37.903186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:37.908708: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:38.128552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:38.129313: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:38.130069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:38.241162: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:38.241843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:38.242451: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:38.274251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 04:08:38.279555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 04:08:38.284936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:38.289800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:38.391750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:38.392617: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:38.393226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:38.498465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:38.499117: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:38.499711: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:38.611031: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:38.611814: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:38.612424: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:38.718823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:38.719487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:38.720095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 04:08:38.781684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau/assets
2770/2770 [==============================] - 16s 5ms/step - loss: 1.0033 - accuracy: 0.6780 - val_loss: 0.9015 - val_accuracy: 0.7124 - lr: 0.0010
Epoch 2/30
2768/2770 [============================>.] - ETA: 0s - loss: 0.6935 - accuracy: 0.7697
Epoch 2: val_loss improved from 0.90145 to 0.84930, saving model to lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 04:08:51.091872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.092848: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.093464: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.207910: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.208628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.209259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.315703: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.316647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.317264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.333726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.339108: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.440480: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.441168: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.441785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.458016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:51.558202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.559175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.559790: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.574584: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:51.581967: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.587469: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:51.593379: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.598596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:51.604056: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.608606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.618374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.623624: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.639402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:08:51.649952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.655471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.755490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.756138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.756745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.864692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:51.865717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:51.866346: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:51.890334: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 04:08:51.895282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 04:08:51.900527: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:51.905371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:08:52.004233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:52.004907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:52.005540: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:52.110786: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:52.111734: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:52.112325: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:52.219601: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:52.220236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:52.220825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:08:52.323415: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:08:52.324309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:08:52.324921: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 04:08:52.385221: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau/assets
2770/2770 [==============================] - 14s 5ms/step - loss: 0.6937 - accuracy: 0.7696 - val_loss: 0.8493 - val_accuracy: 0.7243 - lr: 0.0010
Epoch 3/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.6071 - accuracy: 0.8052
Epoch 3: val_loss improved from 0.84930 to 0.80618, saving model to lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 04:09:04.862431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:04.863219: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:04.864062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:04.978907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:04.979578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:04.980204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:05.332267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:05.333411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:05.334230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:05.357999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.363704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.465596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:05.466281: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:05.466892: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:05.483292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:09:05.580115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:05.581004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:05.581624: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:05.596406: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:09:05.603793: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.609280: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:09:05.615055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.620942: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:09:05.626295: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.630747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.639960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.645085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.660704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 04:09:05.671023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.676291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.773378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:05.774058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:05.774671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:05.881264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:05.882172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:05.882787: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:05.906228: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 04:09:05.911005: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 04:09:05.915989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:05.920561: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 04:09:06.017716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:06.018421: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:06.019018: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:06.122762: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:06.123649: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:06.124250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:06.233772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:06.234485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:06.235091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:09:06.341253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:09:06.342193: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:09:06.342824: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 04:09:06.403014: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_9class_128_unit_4_Adam_ReduceLROnPlateau/assets
2770/2770 [==============================] - 14s 5ms/step - loss: 0.6067 - accuracy: 0.8051 - val_loss: 0.8062 - val_accuracy: 0.7388 - lr: 0.0010
Epoch 4/30
2766/2770 [============================>.] - ETA: 0s - loss: 0.5529 - accuracy: 0.8178
Epoch 4: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.5528 - accuracy: 0.8179 - val_loss: 0.9081 - val_accuracy: 0.7009 - lr: 0.0010
Epoch 5/30
2770/2770 [==============================] - ETA: 0s - loss: 0.5247 - accuracy: 0.8258
Epoch 5: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.5247 - accuracy: 0.8258 - val_loss: 0.9218 - val_accuracy: 0.7034 - lr: 0.0010
Epoch 6/30
2766/2770 [============================>.] - ETA: 0s - loss: 0.4906 - accuracy: 0.8359
Epoch 6: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.4910 - accuracy: 0.8357 - val_loss: 0.8772 - val_accuracy: 0.7113 - lr: 0.0010
Epoch 7/30
2764/2770 [============================>.] - ETA: 0s - loss: 0.4721 - accuracy: 0.8423
Epoch 7: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.4716 - accuracy: 0.8426 - val_loss: 0.8070 - val_accuracy: 0.7478 - lr: 0.0010
Epoch 8/30
2761/2770 [============================>.] - ETA: 0s - loss: 0.4448 - accuracy: 0.8495
Epoch 8: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.4456 - accuracy: 0.8493 - val_loss: 0.8997 - val_accuracy: 0.7034 - lr: 0.0010
Epoch 9/30
2761/2770 [============================>.] - ETA: 0s - loss: 0.3582 - accuracy: 0.8799
Epoch 9: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3578 - accuracy: 0.8802 - val_loss: 0.8486 - val_accuracy: 0.7305 - lr: 2.0000e-04
Epoch 10/30
2769/2770 [============================>.] - ETA: 0s - loss: 0.3304 - accuracy: 0.8925
Epoch 10: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3304 - accuracy: 0.8925 - val_loss: 0.8715 - val_accuracy: 0.7254 - lr: 2.0000e-04
Epoch 11/30
2762/2770 [============================>.] - ETA: 0s - loss: 0.3100 - accuracy: 0.8982
Epoch 11: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3097 - accuracy: 0.8983 - val_loss: 0.8392 - val_accuracy: 0.7352 - lr: 2.0000e-04
Epoch 12/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.2967 - accuracy: 0.9051
Epoch 12: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2963 - accuracy: 0.9051 - val_loss: 0.8685 - val_accuracy: 0.7265 - lr: 2.0000e-04
Epoch 13/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.2839 - accuracy: 0.9050
Epoch 13: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2841 - accuracy: 0.9049 - val_loss: 0.8712 - val_accuracy: 0.7280 - lr: 2.0000e-04
Epoch 14/30
2758/2770 [============================>.] - ETA: 0s - loss: 0.2637 - accuracy: 0.9163
Epoch 14: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2633 - accuracy: 0.9164 - val_loss: 0.8627 - val_accuracy: 0.7334 - lr: 4.0000e-05
Epoch 15/30
2763/2770 [============================>.] - ETA: 0s - loss: 0.2527 - accuracy: 0.9191
Epoch 15: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2528 - accuracy: 0.9190 - val_loss: 0.8561 - val_accuracy: 0.7334 - lr: 4.0000e-05
Epoch 16/30
2765/2770 [============================>.] - ETA: 0s - loss: 0.2495 - accuracy: 0.9218
Epoch 16: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2493 - accuracy: 0.9219 - val_loss: 0.8635 - val_accuracy: 0.7323 - lr: 4.0000e-05
Epoch 17/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2445 - accuracy: 0.9229
Epoch 17: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2452 - accuracy: 0.9225 - val_loss: 0.8737 - val_accuracy: 0.7218 - lr: 4.0000e-05
Epoch 18/30
2769/2770 [============================>.] - ETA: 0s - loss: 0.2392 - accuracy: 0.9228
Epoch 18: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2392 - accuracy: 0.9228 - val_loss: 0.8584 - val_accuracy: 0.7330 - lr: 4.0000e-05
Epoch 19/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.2331 - accuracy: 0.9261
Epoch 19: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2331 - accuracy: 0.9260 - val_loss: 0.8624 - val_accuracy: 0.7298 - lr: 8.0000e-06
Epoch 20/30
2767/2770 [============================>.] - ETA: 0s - loss: 0.2366 - accuracy: 0.9266
Epoch 20: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2365 - accuracy: 0.9267 - val_loss: 0.8652 - val_accuracy: 0.7283 - lr: 8.0000e-06
Epoch 21/30
2769/2770 [============================>.] - ETA: 0s - loss: 0.2324 - accuracy: 0.9283
Epoch 21: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2324 - accuracy: 0.9283 - val_loss: 0.8596 - val_accuracy: 0.7309 - lr: 8.0000e-06
Epoch 22/30
2769/2770 [============================>.] - ETA: 0s - loss: 0.2386 - accuracy: 0.9209
Epoch 22: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2385 - accuracy: 0.9209 - val_loss: 0.8620 - val_accuracy: 0.7290 - lr: 8.0000e-06
Epoch 23/30
2763/2770 [============================>.] - ETA: 0s - loss: 0.2353 - accuracy: 0.9254
Epoch 23: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2353 - accuracy: 0.9253 - val_loss: 0.8637 - val_accuracy: 0.7262 - lr: 8.0000e-06
Epoch 24/30
2762/2770 [============================>.] - ETA: 0s - loss: 0.2334 - accuracy: 0.9255
Epoch 24: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2338 - accuracy: 0.9255 - val_loss: 0.8635 - val_accuracy: 0.7265 - lr: 1.6000e-06
Epoch 25/30
2758/2770 [============================>.] - ETA: 0s - loss: 0.2308 - accuracy: 0.9269
Epoch 25: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2309 - accuracy: 0.9269 - val_loss: 0.8633 - val_accuracy: 0.7265 - lr: 1.6000e-06
Epoch 26/30
2764/2770 [============================>.] - ETA: 0s - loss: 0.2331 - accuracy: 0.9252
Epoch 26: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2332 - accuracy: 0.9252 - val_loss: 0.8633 - val_accuracy: 0.7262 - lr: 1.6000e-06
Epoch 27/30
2761/2770 [============================>.] - ETA: 0s - loss: 0.2324 - accuracy: 0.9272
Epoch 27: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2328 - accuracy: 0.9272 - val_loss: 0.8623 - val_accuracy: 0.7272 - lr: 1.6000e-06
Epoch 28/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2332 - accuracy: 0.9260
Epoch 28: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2331 - accuracy: 0.9261 - val_loss: 0.8633 - val_accuracy: 0.7262 - lr: 1.6000e-06
Epoch 29/30
2756/2770 [============================>.] - ETA: 0s - loss: 0.2323 - accuracy: 0.9243
Epoch 29: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2319 - accuracy: 0.9245 - val_loss: 0.8632 - val_accuracy: 0.7262 - lr: 1.0000e-06
Epoch 30/30
2764/2770 [============================>.] - ETA: 0s - loss: 0.2304 - accuracy: 0.9284
Epoch 30: val_loss did not improve from 0.80618
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2302 - accuracy: 0.9284 - val_loss: 0.8631 - val_accuracy: 0.7254 - lr: 1.0000e-06
No description has been provided for this image
In [14]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(878, 40, 1280)
(878, 9)
 21/220 [=>............................] - ETA: 0s 
2023-09-09 04:15:44.433355: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:15:44.434276: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:15:44.434899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:15:44.528404: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
220/220 [==============================] - 1s 3ms/step
Out[14]:
(878, 9)
In [15]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[63  1  2 11  3  4  2  7  5]
 [ 1 62  2  7  0  7  0  8  5]
 [ 0  2 65  4  4  2  2 17  4]
 [ 1  8  2 58  2  6  4 14  3]
 [ 0  1  8  3 54  6  3 16  5]
 [ 0  1  3  6  4 72  1  6  3]
 [ 0  0  4  9  5  7 65  4  4]
 [ 1  3  5  4  4  2  3 78  0]
 [ 3  4  3 11  4 13  0  5 57]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.91      0.64      0.75        98
           1       0.76      0.67      0.71        92
           2       0.69      0.65      0.67       100
           3       0.51      0.59      0.55        98
           4       0.68      0.56      0.61        96
           5       0.61      0.75      0.67        96
           6       0.81      0.66      0.73        98
           7       0.50      0.78      0.61       100
           8       0.66      0.57      0.61       100

    accuracy                           0.65       878
   macro avg       0.68      0.65      0.66       878
weighted avg       0.68      0.65      0.66       878

In [ ]:
 
In [ ]:
 
In [ ]:
 
In [ ]:
 

MobV2 GAVG 10 Class¶

In [10]:
#### Model setup:
Extractor = 'mobV2_gavg_10class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [11]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (11852, 40, 1280)
Shape of y_train:  (11852, 10)
Shape of X_test:  (2962, 40, 1280)
Shape of y_test:  (2962, 10)
In [12]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 10)                1290      
                                                                 
=================================================================
Total params: 722,698
Trainable params: 722,698
Non-trainable params: 0
_________________________________________________________________
2023-09-08 23:59:06.138131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:06.139067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:06.139687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [13]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-08 23:59:10.361275: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2427289600 exceeds 10% of free system memory.
2023-09-08 23:59:11.726567: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2427289600 exceeds 10% of free system memory.
Epoch 1/30
2023-09-08 23:59:12.706227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:12.707692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:12.708370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:13.034974: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:13.035929: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:13.036640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:13.339285: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-08 23:59:13.381233: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f3b0c7daf90 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-08 23:59:13.381258: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-08 23:59:13.381262: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-08 23:59:13.384486: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-08 23:59:13.489827: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2954/2963 [============================>.] - ETA: 0s - loss: 1.1637 - accuracy: 0.6261
2023-09-08 23:59:24.383925: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:24.384923: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:24.385539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 1.02291, saving model to lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 23:59:26.152544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:26.153421: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:26.154016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:26.265960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:26.266617: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:26.267217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:26.370718: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:26.371521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:26.372120: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:26.388922: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.393884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.495790: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:26.496450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:26.497044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:26.513640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:26.610609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:26.611450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:26.612054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:26.627076: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:26.634501: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.640100: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:26.646034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.651307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:26.656686: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.661254: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.670584: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.675813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.825989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:26.836985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.842166: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:26.938940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:26.939589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:26.940184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:27.045440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:27.046293: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:27.046915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:27.078234: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 23:59:27.083009: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 23:59:27.088028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:27.092797: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:27.190147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:27.190813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:27.191420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:27.295670: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:27.296558: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:27.297164: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:27.407411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:27.408090: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:27.408704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:27.514175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:27.515006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:27.515628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 23:59:27.578475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
2963/2963 [==============================] - 15s 5ms/step - loss: 1.1631 - accuracy: 0.6263 - val_loss: 1.0229 - val_accuracy: 0.6813 - lr: 0.0010
Epoch 2/30
2951/2963 [============================>.] - ETA: 0s - loss: 0.8676 - accuracy: 0.7196
Epoch 2: val_loss improved from 1.02291 to 0.95844, saving model to lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 23:59:40.065074: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.066021: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.066625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.185200: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.185899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.186578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.295666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.296495: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.297247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.314505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.319432: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.420999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.421674: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.422294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.438774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:40.536618: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.537572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.538214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.553568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:40.561083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.566537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:40.572494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.577713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:40.583092: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.587579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.596969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.602095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.617905: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-08 23:59:40.628630: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.634274: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.736262: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.736949: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.737899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.845011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.845687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.846302: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:40.869925: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 23:59:40.874747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-08 23:59:40.879911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.884686: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-08 23:59:40.985231: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:40.986116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:40.986737: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:41.090666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:41.091343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:41.091968: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:41.201688: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:41.202633: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:41.203259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 23:59:41.309023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 23:59:41.309703: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 23:59:41.310317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 23:59:41.374348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
2963/2963 [==============================] - 14s 5ms/step - loss: 0.8668 - accuracy: 0.7200 - val_loss: 0.9584 - val_accuracy: 0.6955 - lr: 0.0010
Epoch 3/30
2948/2963 [============================>.] - ETA: 0s - loss: 0.7689 - accuracy: 0.7463
Epoch 3: val_loss did not improve from 0.95844
2963/2963 [==============================] - 11s 4ms/step - loss: 0.7681 - accuracy: 0.7468 - val_loss: 0.9956 - val_accuracy: 0.6742 - lr: 0.0010
Epoch 4/30
2956/2963 [============================>.] - ETA: 0s - loss: 0.7236 - accuracy: 0.7623
Epoch 4: val_loss improved from 0.95844 to 0.94279, saving model to lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 00:00:04.445132: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:04.445996: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:04.446636: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:04.810553: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:04.811418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:04.812030: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:04.917134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:04.917810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:04.918433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:04.935641: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:04.940632: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.044462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.045343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.045954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.063372: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:05.160956: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.161620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.162225: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.177242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:05.184632: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.190144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:05.195942: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.201182: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:05.206460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.210875: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.220125: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.225391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.241061: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:05.253189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.261627: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.362407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.363078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.363664: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.477836: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.478755: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.479380: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.503977: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 00:00:05.508727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 00:00:05.513668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.518182: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:05.614447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.615114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.615709: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.718952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.719851: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.720457: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.828627: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.829299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.829894: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:05.932133: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:05.933000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:05.933609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 00:00:05.994077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
2963/2963 [==============================] - 13s 5ms/step - loss: 0.7243 - accuracy: 0.7618 - val_loss: 0.9428 - val_accuracy: 0.6938 - lr: 0.0010
Epoch 5/30
2955/2963 [============================>.] - ETA: 0s - loss: 0.6857 - accuracy: 0.7747
Epoch 5: val_loss improved from 0.94279 to 0.93289, saving model to lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 00:00:18.203423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.204342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.204994: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.320971: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.321638: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.322274: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.425351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.426175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.426799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.443579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.448578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.548584: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.549317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.549937: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.566553: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:18.665627: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.666452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.667082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.682245: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:18.690036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.695678: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:18.701710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.706950: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:18.712449: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.716989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.726112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.731318: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.747480: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-09 00:00:18.757926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.763315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:18.863854: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.864541: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.865162: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.970540: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:18.971509: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:18.972145: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:18.995997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 00:00:19.000780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-09 00:00:19.005714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:19.010347: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-09 00:00:19.108667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:19.109333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:19.109953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:19.214261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:19.215131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:19.215740: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:19.325013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:19.325665: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:19.326283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:00:19.600457: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:00:19.601356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:00:19.601997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 00:00:19.661626: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10class_128_unit_4_Adam_ReduceLROnPlateau/assets
2963/2963 [==============================] - 14s 5ms/step - loss: 0.6849 - accuracy: 0.7750 - val_loss: 0.9329 - val_accuracy: 0.6904 - lr: 0.0010
Epoch 6/30
2960/2963 [============================>.] - ETA: 0s - loss: 0.6391 - accuracy: 0.7897
Epoch 6: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.6391 - accuracy: 0.7897 - val_loss: 0.9785 - val_accuracy: 0.6880 - lr: 0.0010
Epoch 7/30
2955/2963 [============================>.] - ETA: 0s - loss: 0.6076 - accuracy: 0.8011
Epoch 7: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.6076 - accuracy: 0.8010 - val_loss: 0.9506 - val_accuracy: 0.6978 - lr: 0.0010
Epoch 8/30
2958/2963 [============================>.] - ETA: 0s - loss: 0.5777 - accuracy: 0.8100
Epoch 8: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.5781 - accuracy: 0.8099 - val_loss: 0.9616 - val_accuracy: 0.6924 - lr: 0.0010
Epoch 9/30
2956/2963 [============================>.] - ETA: 0s - loss: 0.5645 - accuracy: 0.8123
Epoch 9: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.5646 - accuracy: 0.8123 - val_loss: 0.9782 - val_accuracy: 0.6897 - lr: 0.0010
Epoch 10/30
2951/2963 [============================>.] - ETA: 0s - loss: 0.5417 - accuracy: 0.8198
Epoch 10: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.5407 - accuracy: 0.8201 - val_loss: 1.0184 - val_accuracy: 0.6816 - lr: 0.0010
Epoch 11/30
2951/2963 [============================>.] - ETA: 0s - loss: 0.4419 - accuracy: 0.8551
Epoch 11: val_loss did not improve from 0.93289
2963/2963 [==============================] - 10s 4ms/step - loss: 0.4425 - accuracy: 0.8551 - val_loss: 0.9958 - val_accuracy: 0.6911 - lr: 2.0000e-04
Epoch 12/30
2959/2963 [============================>.] - ETA: 0s - loss: 0.4217 - accuracy: 0.8624
Epoch 12: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.4213 - accuracy: 0.8626 - val_loss: 0.9983 - val_accuracy: 0.6935 - lr: 2.0000e-04
Epoch 13/30
2962/2963 [============================>.] - ETA: 0s - loss: 0.4005 - accuracy: 0.8677
Epoch 13: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.4006 - accuracy: 0.8676 - val_loss: 0.9949 - val_accuracy: 0.6897 - lr: 2.0000e-04
Epoch 14/30
2955/2963 [============================>.] - ETA: 0s - loss: 0.3942 - accuracy: 0.8714
Epoch 14: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3943 - accuracy: 0.8713 - val_loss: 1.0170 - val_accuracy: 0.6864 - lr: 2.0000e-04
Epoch 15/30
2955/2963 [============================>.] - ETA: 0s - loss: 0.3801 - accuracy: 0.8745
Epoch 15: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3800 - accuracy: 0.8745 - val_loss: 1.0099 - val_accuracy: 0.6901 - lr: 2.0000e-04
Epoch 16/30
2957/2963 [============================>.] - ETA: 0s - loss: 0.3610 - accuracy: 0.8800
Epoch 16: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3608 - accuracy: 0.8800 - val_loss: 1.0064 - val_accuracy: 0.6948 - lr: 4.0000e-05
Epoch 17/30
2959/2963 [============================>.] - ETA: 0s - loss: 0.3491 - accuracy: 0.8848
Epoch 17: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3496 - accuracy: 0.8848 - val_loss: 0.9997 - val_accuracy: 0.6935 - lr: 4.0000e-05
Epoch 18/30
2951/2963 [============================>.] - ETA: 0s - loss: 0.3468 - accuracy: 0.8868
Epoch 18: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3469 - accuracy: 0.8868 - val_loss: 1.0157 - val_accuracy: 0.6921 - lr: 4.0000e-05
Epoch 19/30
2963/2963 [==============================] - ETA: 0s - loss: 0.3398 - accuracy: 0.8876
Epoch 19: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3398 - accuracy: 0.8876 - val_loss: 1.0067 - val_accuracy: 0.6907 - lr: 4.0000e-05
Epoch 20/30
2963/2963 [==============================] - ETA: 0s - loss: 0.3425 - accuracy: 0.8858
Epoch 20: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3425 - accuracy: 0.8858 - val_loss: 1.0074 - val_accuracy: 0.6958 - lr: 4.0000e-05
Epoch 21/30
2953/2963 [============================>.] - ETA: 0s - loss: 0.3360 - accuracy: 0.8923
Epoch 21: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3355 - accuracy: 0.8924 - val_loss: 1.0122 - val_accuracy: 0.6938 - lr: 8.0000e-06
Epoch 22/30
2949/2963 [============================>.] - ETA: 0s - loss: 0.3370 - accuracy: 0.8903
Epoch 22: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3363 - accuracy: 0.8905 - val_loss: 1.0134 - val_accuracy: 0.6928 - lr: 8.0000e-06
Epoch 23/30
2952/2963 [============================>.] - ETA: 0s - loss: 0.3344 - accuracy: 0.8898
Epoch 23: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3342 - accuracy: 0.8899 - val_loss: 1.0122 - val_accuracy: 0.6938 - lr: 8.0000e-06
Epoch 24/30
2953/2963 [============================>.] - ETA: 0s - loss: 0.3305 - accuracy: 0.8899
Epoch 24: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3311 - accuracy: 0.8899 - val_loss: 1.0121 - val_accuracy: 0.6924 - lr: 8.0000e-06
Epoch 25/30
2950/2963 [============================>.] - ETA: 0s - loss: 0.3326 - accuracy: 0.8897
Epoch 25: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3323 - accuracy: 0.8899 - val_loss: 1.0109 - val_accuracy: 0.6938 - lr: 8.0000e-06
Epoch 26/30
2957/2963 [============================>.] - ETA: 0s - loss: 0.3364 - accuracy: 0.8903
Epoch 26: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3360 - accuracy: 0.8905 - val_loss: 1.0111 - val_accuracy: 0.6935 - lr: 1.6000e-06
Epoch 27/30
2958/2963 [============================>.] - ETA: 0s - loss: 0.3290 - accuracy: 0.8935
Epoch 27: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3292 - accuracy: 0.8936 - val_loss: 1.0123 - val_accuracy: 0.6928 - lr: 1.6000e-06
Epoch 28/30
2960/2963 [============================>.] - ETA: 0s - loss: 0.3326 - accuracy: 0.8890
Epoch 28: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3325 - accuracy: 0.8890 - val_loss: 1.0121 - val_accuracy: 0.6935 - lr: 1.6000e-06
Epoch 29/30
2952/2963 [============================>.] - ETA: 0s - loss: 0.3359 - accuracy: 0.8905
Epoch 29: val_loss did not improve from 0.93289
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3366 - accuracy: 0.8902 - val_loss: 1.0117 - val_accuracy: 0.6924 - lr: 1.6000e-06
Epoch 30/30
2954/2963 [============================>.] - ETA: 0s - loss: 0.3311 - accuracy: 0.8947
Epoch 30: val_loss did not improve from 0.93289
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3311 - accuracy: 0.8948 - val_loss: 1.0124 - val_accuracy: 0.6931 - lr: 1.6000e-06
No description has been provided for this image
In [16]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(966, 40, 1280)
(966, 10)
242/242 [==============================] - 1s 3ms/step
Out[16]:
(966, 10)
In [17]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[63  2  0 14  2  2  0  5  4  6]
 [ 1 76  0  8  1  1  0  2  2  1]
 [ 3  3 67  7  9  1  1  3  5  1]
 [ 2  8  0 56  7  5  2  4  8  6]
 [ 0  1  5  4 65  4  2  5  5  5]
 [ 0 11  4 21  4 49  0  4  2  1]
 [ 1  0  2 11 11  5 58  2  3  5]
 [ 5  8  7 20 13  4  3 18 10  8]
 [ 2  8  1  7  4  0  0  2 73  3]
 [ 3  2  1 12 10 11  6 10  5 32]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.79      0.64      0.71        98
           1       0.64      0.83      0.72        92
           2       0.77      0.67      0.72       100
           3       0.35      0.57      0.43        98
           4       0.52      0.68      0.59        96
           5       0.60      0.51      0.55        96
           6       0.81      0.59      0.68        98
           7       0.33      0.19      0.24        96
           8       0.62      0.73      0.67       100
           9       0.47      0.35      0.40        92

    accuracy                           0.58       966
   macro avg       0.59      0.58      0.57       966
weighted avg       0.59      0.58      0.57       966

Dens201 GAVG¶

In [11]:
#### Model setup:
Extractor = 'dens201_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [12]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1920)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1920)
Shape of y_test:  (2191, 7)
In [13]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,049,991
Trainable params: 1,049,991
Non-trainable params: 0
_________________________________________________________________
2023-09-08 05:58:06.276581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:06.277565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:06.278191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [14]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-08 05:58:10.337009: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
2023-09-08 05:58:11.800392: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-08 05:58:12.849179: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:12.850229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:12.850919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:13.211467: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:13.212487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:13.213155: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:13.585135: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-08 05:58:13.662458: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f3fe4118a10 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-08 05:58:13.662493: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-08 05:58:13.662498: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-08 05:58:13.691261: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-08 05:58:13.691291: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
  27/2193 [..............................] - ETA: 8s - loss: 1.9182 - accuracy: 0.2037     
2023-09-08 05:58:13.972451: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2187/2193 [============================>.] - ETA: 0s - loss: 0.8636 - accuracy: 0.7042
2023-09-08 05:58:23.050737: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 673075200 exceeds 10% of free system memory.
2023-09-08 05:58:23.418011: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 673075200 exceeds 10% of free system memory.
2023-09-08 05:58:23.766020: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:23.766997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:23.767600: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.73046, saving model to lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 05:58:25.181404: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:25.182447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:25.183077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:25.303011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:25.303707: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:25.304372: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:25.415456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:25.416511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:25.417152: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:25.435124: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.440353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.548246: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:25.548933: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:25.549581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:25.567285: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:25.670272: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:25.671224: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:25.671881: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:25.687943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:25.695796: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.701715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:25.707903: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.713407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:25.719069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.723779: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.733448: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.738890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.774276: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:25.785518: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.791153: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:25.893486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:25.894414: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:25.895066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:26.130661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:26.131428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:26.132261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:26.164049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-08 05:58:26.169114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-08 05:58:26.174431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:26.179426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:26.283961: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:26.284647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:26.285247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:26.393488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:26.394394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:26.395016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:26.510812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:26.511501: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:26.512102: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:26.619480: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:26.620405: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:26.621039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 05:58:26.683097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 14s 6ms/step - loss: 0.8627 - accuracy: 0.7044 - val_loss: 0.7305 - val_accuracy: 0.7508 - lr: 0.0010
Epoch 2/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.5937 - accuracy: 0.8033
Epoch 2: val_loss did not improve from 0.73046
2193/2193 [==============================] - 10s 5ms/step - loss: 0.5939 - accuracy: 0.8034 - val_loss: 0.7457 - val_accuracy: 0.7339 - lr: 0.0010
Epoch 3/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.5262 - accuracy: 0.8212
Epoch 3: val_loss improved from 0.73046 to 0.66170, saving model to lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 05:58:47.209071: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.210055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.210677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.323602: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.324291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.324918: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.429902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.430727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.431336: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.447876: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.452780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.554273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.554946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.555571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.571801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:47.670464: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.671349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.671962: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.686560: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:47.693810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.699286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:47.705003: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.709987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:47.715220: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.719663: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.728937: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.734142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.749565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:47.759845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.765313: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:47.865802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.866491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.867121: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.973492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:47.974393: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:47.975013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:47.998595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-08 05:58:48.003430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-08 05:58:48.008559: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:48.013259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:48.109741: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:48.110425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:48.111068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:48.214785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:48.215482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:48.216218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:48.324117: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:48.324788: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:48.325402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:48.428766: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:48.429611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:48.430233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 05:58:48.490552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.5258 - accuracy: 0.8214 - val_loss: 0.6617 - val_accuracy: 0.7782 - lr: 0.0010
Epoch 4/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4945 - accuracy: 0.8403
Epoch 4: val_loss improved from 0.66170 to 0.64248, saving model to lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau
2023-09-08 05:58:58.644699: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:58.645707: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:58.646316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:58.769186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:58.769864: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:58.770482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:58.877571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:58.878284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:58.879088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:58.896727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:58.901905: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.007482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:59.008140: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:59.008750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:59.025423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:59.126235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:59.127170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:59.127800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:59.143589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:59.151239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.156897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:59.162862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.168244: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:59.174127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.178808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.188419: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.193764: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.211212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-08 05:58:59.222267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.228040: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.590373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:59.591371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:59.591989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:59.696745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:59.697450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:59.698065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:59.722317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-08 05:58:59.727051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-08 05:58:59.732059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.736652: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-08 05:58:59.837428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:59.838311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:59.838941: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:58:59.943142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:58:59.943823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:58:59.944466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:59:00.056523: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:59:00.057488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:59:00.058134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 05:59:00.165486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 05:59:00.166168: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 05:59:00.166771: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-08 05:59:00.226795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4950 - accuracy: 0.8401 - val_loss: 0.6425 - val_accuracy: 0.7796 - lr: 0.0010
Epoch 5/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4476 - accuracy: 0.8500
Epoch 5: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4479 - accuracy: 0.8497 - val_loss: 0.8020 - val_accuracy: 0.7275 - lr: 0.0010
Epoch 6/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4251 - accuracy: 0.8539
Epoch 6: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4256 - accuracy: 0.8539 - val_loss: 0.7154 - val_accuracy: 0.7558 - lr: 0.0010
Epoch 7/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4056 - accuracy: 0.8611
Epoch 7: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4054 - accuracy: 0.8611 - val_loss: 0.6862 - val_accuracy: 0.7691 - lr: 0.0010
Epoch 8/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.3800 - accuracy: 0.8753
Epoch 8: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3798 - accuracy: 0.8754 - val_loss: 0.7952 - val_accuracy: 0.7321 - lr: 0.0010
Epoch 9/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.3688 - accuracy: 0.8740
Epoch 9: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3685 - accuracy: 0.8741 - val_loss: 0.8330 - val_accuracy: 0.7125 - lr: 0.0010
Epoch 10/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.3052 - accuracy: 0.8958
Epoch 10: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3060 - accuracy: 0.8955 - val_loss: 0.7694 - val_accuracy: 0.7389 - lr: 2.0000e-04
Epoch 11/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.2818 - accuracy: 0.9050
Epoch 11: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2821 - accuracy: 0.9050 - val_loss: 0.7621 - val_accuracy: 0.7440 - lr: 2.0000e-04
Epoch 12/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.2692 - accuracy: 0.9106
Epoch 12: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2692 - accuracy: 0.9106 - val_loss: 0.7456 - val_accuracy: 0.7444 - lr: 2.0000e-04
Epoch 13/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.2641 - accuracy: 0.9106
Epoch 13: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2643 - accuracy: 0.9104 - val_loss: 0.7612 - val_accuracy: 0.7503 - lr: 2.0000e-04
Epoch 14/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.2513 - accuracy: 0.9175
Epoch 14: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2515 - accuracy: 0.9176 - val_loss: 0.7992 - val_accuracy: 0.7357 - lr: 2.0000e-04
Epoch 15/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.2317 - accuracy: 0.9235
Epoch 15: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2315 - accuracy: 0.9235 - val_loss: 0.7826 - val_accuracy: 0.7408 - lr: 4.0000e-05
Epoch 16/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.2319 - accuracy: 0.9217
Epoch 16: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2324 - accuracy: 0.9213 - val_loss: 0.7826 - val_accuracy: 0.7376 - lr: 4.0000e-05
Epoch 17/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.2229 - accuracy: 0.9255
Epoch 17: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2230 - accuracy: 0.9255 - val_loss: 0.7909 - val_accuracy: 0.7385 - lr: 4.0000e-05
Epoch 18/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.2257 - accuracy: 0.9252
Epoch 18: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2258 - accuracy: 0.9251 - val_loss: 0.7727 - val_accuracy: 0.7435 - lr: 4.0000e-05
Epoch 19/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.2237 - accuracy: 0.9256
Epoch 19: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2238 - accuracy: 0.9254 - val_loss: 0.7991 - val_accuracy: 0.7344 - lr: 4.0000e-05
Epoch 20/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.2131 - accuracy: 0.9301
Epoch 20: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2132 - accuracy: 0.9300 - val_loss: 0.7854 - val_accuracy: 0.7376 - lr: 8.0000e-06
Epoch 21/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.2213 - accuracy: 0.9274
Epoch 21: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2209 - accuracy: 0.9276 - val_loss: 0.7846 - val_accuracy: 0.7380 - lr: 8.0000e-06
Epoch 22/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.2167 - accuracy: 0.9265
Epoch 22: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2160 - accuracy: 0.9267 - val_loss: 0.7821 - val_accuracy: 0.7385 - lr: 8.0000e-06
Epoch 23/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.2183 - accuracy: 0.9287
Epoch 23: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2187 - accuracy: 0.9286 - val_loss: 0.7771 - val_accuracy: 0.7417 - lr: 8.0000e-06
Epoch 24/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.2201 - accuracy: 0.9257
Epoch 24: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2200 - accuracy: 0.9258 - val_loss: 0.7748 - val_accuracy: 0.7421 - lr: 8.0000e-06
Epoch 25/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.2083 - accuracy: 0.9328
Epoch 25: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 4ms/step - loss: 0.2086 - accuracy: 0.9327 - val_loss: 0.7763 - val_accuracy: 0.7417 - lr: 1.6000e-06
Epoch 26/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.2119 - accuracy: 0.9290
Epoch 26: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2120 - accuracy: 0.9290 - val_loss: 0.7759 - val_accuracy: 0.7417 - lr: 1.6000e-06
Epoch 27/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.2178 - accuracy: 0.9271
Epoch 27: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2180 - accuracy: 0.9270 - val_loss: 0.7746 - val_accuracy: 0.7426 - lr: 1.6000e-06
Epoch 28/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.2053 - accuracy: 0.9301
Epoch 28: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2058 - accuracy: 0.9299 - val_loss: 0.7751 - val_accuracy: 0.7421 - lr: 1.6000e-06
Epoch 29/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.2107 - accuracy: 0.9294
Epoch 29: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2108 - accuracy: 0.9293 - val_loss: 0.7762 - val_accuracy: 0.7408 - lr: 1.6000e-06
Epoch 30/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.2111 - accuracy: 0.9289
Epoch 30: val_loss did not improve from 0.64248
2193/2193 [==============================] - 10s 5ms/step - loss: 0.2111 - accuracy: 0.9290 - val_loss: 0.7773 - val_accuracy: 0.7412 - lr: 1.0000e-06
No description has been provided for this image
In [15]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1920)
(678, 7)
 16/170 [=>............................] - ETA: 0s 
2023-09-08 06:04:48.057373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-08 06:04:48.058136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-08 06:04:48.058948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-08 06:04:48.174714: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
170/170 [==============================] - 1s 3ms/step
Out[15]:
(678, 7)
In [16]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[70  4  2 10  8  4  0]
 [ 0 82  1  5  4  0  0]
 [ 0  2 56  7 29  3  3]
 [ 3  8  0 61 16 10  0]
 [ 2  0  0  1 87  5  1]
 [ 0  6  0 18  8 62  2]
 [ 1  0  5 14  9  5 64]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.92      0.71      0.80        98
           1       0.80      0.89      0.85        92
           2       0.88      0.56      0.68       100
           3       0.53      0.62      0.57        98
           4       0.54      0.91      0.68        96
           5       0.70      0.65      0.67        96
           6       0.91      0.65      0.76        98

    accuracy                           0.71       678
   macro avg       0.75      0.71      0.72       678
weighted avg       0.75      0.71      0.72       678

Dens201 GAVG 8 CLASS¶

In [13]:
#### Model setup:
Extractor = 'dens201_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 8
In [11]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1920)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1920)
Shape of y_test:  (2480, 8)
In [14]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 1,050,120
Trainable params: 1,050,120
Non-trainable params: 0
_________________________________________________________________
2023-09-14 00:23:53.146950: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:23:53.147866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:23:53.148478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [15]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-14 00:23:58.353783: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3049267200 exceeds 10% of free system memory.
2023-09-14 00:23:59.958602: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3049267200 exceeds 10% of free system memory.
Epoch 1/30
2023-09-14 00:24:01.068987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:01.069951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:01.070600: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:01.428669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:01.429635: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:01.430277: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:01.786007: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-14 00:24:01.866939: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f33900481f0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-14 00:24:01.866968: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-14 00:24:01.866974: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-14 00:24:01.871627: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-14 00:24:01.986296: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2474/2482 [============================>.] - ETA: 0s - loss: 0.9417 - accuracy: 0.6839
2023-09-14 00:24:12.536610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:12.537620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:12.538243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.77649, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-14 00:24:13.931975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:13.932884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:13.933456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.044994: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.045647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.046238: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.148992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.149840: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.150433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.167355: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.172369: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.395522: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.396444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.397063: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.414197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:14.518589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.519274: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.519872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.534671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:14.542387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.548350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:14.554520: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.560896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:14.566592: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.571338: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.580979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.586574: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.622222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:14.633644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.639142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.738917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.739610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.740217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.846707: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.847603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.848233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:14.879183: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-14 00:24:14.884134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-14 00:24:14.889114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.893834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:14.989128: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:14.989748: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:14.990323: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:15.095889: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:15.096789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:15.097385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:15.203952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:15.204610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:15.205190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:15.306264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:15.307215: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:15.307821: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-14 00:24:15.370300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 15s 5ms/step - loss: 0.9403 - accuracy: 0.6844 - val_loss: 0.7765 - val_accuracy: 0.7431 - lr: 0.0010
Epoch 2/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.6390 - accuracy: 0.7900
Epoch 2: val_loss did not improve from 0.77649
2482/2482 [==============================] - 11s 4ms/step - loss: 0.6386 - accuracy: 0.7900 - val_loss: 0.7904 - val_accuracy: 0.7210 - lr: 0.0010
Epoch 3/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.5544 - accuracy: 0.8141
Epoch 3: val_loss did not improve from 0.77649
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5538 - accuracy: 0.8144 - val_loss: 0.8078 - val_accuracy: 0.7153 - lr: 0.0010
Epoch 4/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.5092 - accuracy: 0.8327
Epoch 4: val_loss improved from 0.77649 to 0.75280, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-14 00:24:48.024823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.025731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.026343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.138152: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.138815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.139418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.241731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.242568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.243175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.259472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.264355: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.364869: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.365531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.366136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.382199: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:48.483898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.484698: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.485290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.500041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:48.507390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.512844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:48.518649: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.523781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:48.529122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.533555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.542729: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.547813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.563613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-14 00:24:48.574294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.579800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.678510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.679181: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.679799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.786098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.787034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.787628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:48.810659: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-14 00:24:48.815437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-14 00:24:48.820525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.825392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-14 00:24:48.924529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:48.925185: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:48.925784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:49.033402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:49.034262: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:49.034878: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:49.145459: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:49.146126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:49.146727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:24:49.251243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:24:49.252004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:24:49.252609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-14 00:24:49.312828: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5082 - accuracy: 0.8331 - val_loss: 0.7528 - val_accuracy: 0.7448 - lr: 0.0010
Epoch 5/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.4806 - accuracy: 0.8381
Epoch 5: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4805 - accuracy: 0.8382 - val_loss: 0.7751 - val_accuracy: 0.7343 - lr: 0.0010
Epoch 6/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4678 - accuracy: 0.8405
Epoch 6: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4681 - accuracy: 0.8402 - val_loss: 0.8547 - val_accuracy: 0.7125 - lr: 0.0010
Epoch 7/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.4381 - accuracy: 0.8519
Epoch 7: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4391 - accuracy: 0.8516 - val_loss: 0.8036 - val_accuracy: 0.7141 - lr: 0.0010
Epoch 8/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.4141 - accuracy: 0.8609
Epoch 8: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4139 - accuracy: 0.8609 - val_loss: 0.8178 - val_accuracy: 0.7262 - lr: 0.0010
Epoch 9/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4179 - accuracy: 0.8588
Epoch 9: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4174 - accuracy: 0.8590 - val_loss: 0.8424 - val_accuracy: 0.7113 - lr: 0.0010
Epoch 10/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.3434 - accuracy: 0.8834
Epoch 10: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 5ms/step - loss: 0.3438 - accuracy: 0.8834 - val_loss: 0.7875 - val_accuracy: 0.7323 - lr: 2.0000e-04
Epoch 11/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.3048 - accuracy: 0.8964
Epoch 11: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 5ms/step - loss: 0.3045 - accuracy: 0.8965 - val_loss: 0.7902 - val_accuracy: 0.7319 - lr: 2.0000e-04
Epoch 12/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.2953 - accuracy: 0.8984
Epoch 12: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 5ms/step - loss: 0.2950 - accuracy: 0.8985 - val_loss: 0.7862 - val_accuracy: 0.7371 - lr: 2.0000e-04
Epoch 13/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.2807 - accuracy: 0.9035
Epoch 13: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2809 - accuracy: 0.9034 - val_loss: 0.7880 - val_accuracy: 0.7383 - lr: 2.0000e-04
Epoch 14/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.2734 - accuracy: 0.9068
Epoch 14: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2733 - accuracy: 0.9069 - val_loss: 0.8209 - val_accuracy: 0.7286 - lr: 2.0000e-04
Epoch 15/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.2515 - accuracy: 0.9147
Epoch 15: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2515 - accuracy: 0.9147 - val_loss: 0.7905 - val_accuracy: 0.7327 - lr: 4.0000e-05
Epoch 16/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.2437 - accuracy: 0.9207
Epoch 16: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2435 - accuracy: 0.9206 - val_loss: 0.7806 - val_accuracy: 0.7419 - lr: 4.0000e-05
Epoch 17/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.2415 - accuracy: 0.9186
Epoch 17: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2417 - accuracy: 0.9186 - val_loss: 0.7829 - val_accuracy: 0.7371 - lr: 4.0000e-05
Epoch 18/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.2436 - accuracy: 0.9182
Epoch 18: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2436 - accuracy: 0.9182 - val_loss: 0.7868 - val_accuracy: 0.7403 - lr: 4.0000e-05
Epoch 19/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.2360 - accuracy: 0.9216
Epoch 19: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2360 - accuracy: 0.9215 - val_loss: 0.7857 - val_accuracy: 0.7415 - lr: 4.0000e-05
Epoch 20/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.2370 - accuracy: 0.9240
Epoch 20: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2372 - accuracy: 0.9240 - val_loss: 0.7879 - val_accuracy: 0.7423 - lr: 8.0000e-06
Epoch 21/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.2386 - accuracy: 0.9217
Epoch 21: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2387 - accuracy: 0.9215 - val_loss: 0.7865 - val_accuracy: 0.7435 - lr: 8.0000e-06
Epoch 22/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.2400 - accuracy: 0.9186
Epoch 22: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2399 - accuracy: 0.9187 - val_loss: 0.7847 - val_accuracy: 0.7419 - lr: 8.0000e-06
Epoch 23/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.2361 - accuracy: 0.9221
Epoch 23: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 5ms/step - loss: 0.2358 - accuracy: 0.9222 - val_loss: 0.7835 - val_accuracy: 0.7427 - lr: 8.0000e-06
Epoch 24/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.2358 - accuracy: 0.9215
Epoch 24: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2358 - accuracy: 0.9215 - val_loss: 0.7824 - val_accuracy: 0.7427 - lr: 8.0000e-06
Epoch 25/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.2291 - accuracy: 0.9241
Epoch 25: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 5ms/step - loss: 0.2291 - accuracy: 0.9241 - val_loss: 0.7821 - val_accuracy: 0.7423 - lr: 1.6000e-06
Epoch 26/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.2225 - accuracy: 0.9290
Epoch 26: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2225 - accuracy: 0.9291 - val_loss: 0.7827 - val_accuracy: 0.7419 - lr: 1.6000e-06
Epoch 27/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.2276 - accuracy: 0.9239
Epoch 27: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2275 - accuracy: 0.9239 - val_loss: 0.7837 - val_accuracy: 0.7415 - lr: 1.6000e-06
Epoch 28/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.2273 - accuracy: 0.9240
Epoch 28: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2274 - accuracy: 0.9240 - val_loss: 0.7841 - val_accuracy: 0.7407 - lr: 1.6000e-06
Epoch 29/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.2302 - accuracy: 0.9236
Epoch 29: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2300 - accuracy: 0.9237 - val_loss: 0.7845 - val_accuracy: 0.7415 - lr: 1.6000e-06
Epoch 30/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.2326 - accuracy: 0.9245
Epoch 30: val_loss did not improve from 0.75280
2482/2482 [==============================] - 11s 4ms/step - loss: 0.2326 - accuracy: 0.9244 - val_loss: 0.7848 - val_accuracy: 0.7423 - lr: 1.0000e-06
No description has been provided for this image
In [16]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1920)
(778, 8)
 18/195 [=>............................] - ETA: 0s 
2023-09-14 00:31:17.163880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:31:17.164557: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:31:17.165338: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-14 00:31:17.288725: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
195/195 [==============================] - 1s 3ms/step
Out[16]:
(778, 8)
In [17]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[62  1  1 16  5  8  1  4]
 [ 0 74  2  6  2  5  0  3]
 [ 0  2 68  3  9  4  3 11]
 [ 2  8  1 62  4 15  0  6]
 [ 1  0  0  3 73  5  4 10]
 [ 0  0  2 14  3 75  0  2]
 [ 0  0  3  5  6  9 69  6]
 [ 3  2  2  4  3  3  0 83]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.91      0.63      0.75        98
           1       0.85      0.80      0.83        92
           2       0.86      0.68      0.76       100
           3       0.55      0.63      0.59        98
           4       0.70      0.76      0.73        96
           5       0.60      0.78      0.68        96
           6       0.90      0.70      0.79        98
           7       0.66      0.83      0.74       100

    accuracy                           0.73       778
   macro avg       0.75      0.73      0.73       778
weighted avg       0.75      0.73      0.73       778

In [ ]:
 

Dens201 GAVG 9 Class¶

In [9]:
#### Model setup:
Extractor = 'dens201_gavg9class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [10]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (11078, 40, 1920)
Shape of y_train:  (11078, 9)
Shape of X_test:  (2768, 40, 1920)
Shape of y_test:  (2768, 9)
In [11]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 9)                 1161      
                                                                 
=================================================================
Total params: 1,050,249
Trainable params: 1,050,249
Non-trainable params: 0
_________________________________________________________________
2023-09-09 04:35:23.459033: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:23.459908: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:23.460585: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [12]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-09 04:35:32.382512: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3403161600 exceeds 10% of free system memory.
2023-09-09 04:35:34.311496: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3403161600 exceeds 10% of free system memory.
Epoch 1/30
2023-09-09 04:35:35.594907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:35.595948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:35.596654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:35.971317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:35.972300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:35.972972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:36.350844: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-09 04:35:36.398809: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f57949ed170 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-09 04:35:36.398832: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-09 04:35:36.398836: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-09 04:35:36.403988: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-09 04:35:36.509277: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2766/2770 [============================>.] - ETA: 0s - loss: 0.9797 - accuracy: 0.6839
2023-09-09 04:35:47.540041: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 850329600 exceeds 10% of free system memory.
2023-09-09 04:35:48.043198: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 850329600 exceeds 10% of free system memory.
2023-09-09 04:35:48.461900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:48.462877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:48.463486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.81054, saving model to lstm_dens201_gavg9class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 04:35:50.110088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:50.111000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:50.111626: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:50.225632: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:50.226334: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:50.226977: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:50.333904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:50.334864: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:50.335495: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:50.352650: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.357837: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.463142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:50.463852: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:50.464495: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:50.481538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:35:50.581349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:50.584441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:50.585191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:50.601233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:35:50.609343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.615530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:35:50.622196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.628055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:35:50.633997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.639065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.649036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.654862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.690529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:35:50.701551: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.706985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:50.927564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:50.928265: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:50.928985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:51.037485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:51.038175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:51.038803: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:51.070935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 04:35:51.075936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 04:35:51.081114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:51.085876: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:35:51.189722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:51.190655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:51.191288: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:51.300089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:51.300788: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:51.301403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:51.416374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:51.417252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:51.417886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:35:51.526761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:35:51.527448: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:35:51.528069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 04:35:51.591101: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg9class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg9class_128_unit_4_Adam_ReduceLROnPlateau/assets
2770/2770 [==============================] - 16s 6ms/step - loss: 0.9792 - accuracy: 0.6841 - val_loss: 0.8105 - val_accuracy: 0.7337 - lr: 0.0010
Epoch 2/30
2764/2770 [============================>.] - ETA: 0s - loss: 0.6672 - accuracy: 0.7845
Epoch 2: val_loss did not improve from 0.81054
2770/2770 [==============================] - 12s 4ms/step - loss: 0.6669 - accuracy: 0.7845 - val_loss: 0.8566 - val_accuracy: 0.7135 - lr: 0.0010
Epoch 3/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.5923 - accuracy: 0.8064
Epoch 3: val_loss improved from 0.81054 to 0.78400, saving model to lstm_dens201_gavg9class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 04:36:16.320027: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:16.320904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:16.321529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:16.438187: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:16.438890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:16.439521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:16.548085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:16.548897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:16.549497: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:16.566144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.571836: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.676382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:16.677073: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:16.677693: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:16.694882: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:36:16.796922: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:16.797799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:16.798404: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:16.813305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:36:16.820855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.826442: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:36:16.832244: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.837322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:36:16.842659: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.847105: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.856356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.861482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.877176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 04:36:16.887687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.893190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:16.993752: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:16.994429: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:16.995041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:17.105934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:17.106811: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:17.107429: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:17.131753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 04:36:17.136589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 04:36:17.141776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:17.146513: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 04:36:17.245968: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:17.246646: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:17.247259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:17.354095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:17.354920: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:17.355538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:17.468387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:17.469070: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:17.469697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:36:17.575216: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:36:17.576032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:36:17.576628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 04:36:17.637975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg9class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg9class_128_unit_4_Adam_ReduceLROnPlateau/assets
2770/2770 [==============================] - 14s 5ms/step - loss: 0.5914 - accuracy: 0.8069 - val_loss: 0.7840 - val_accuracy: 0.7334 - lr: 0.0010
Epoch 4/30
2765/2770 [============================>.] - ETA: 0s - loss: 0.5339 - accuracy: 0.8255
Epoch 4: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.5343 - accuracy: 0.8251 - val_loss: 0.9335 - val_accuracy: 0.6821 - lr: 0.0010
Epoch 5/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.5005 - accuracy: 0.8334
Epoch 5: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.5012 - accuracy: 0.8331 - val_loss: 0.8724 - val_accuracy: 0.7095 - lr: 0.0010
Epoch 6/30
2758/2770 [============================>.] - ETA: 0s - loss: 0.4598 - accuracy: 0.8460
Epoch 6: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.4600 - accuracy: 0.8456 - val_loss: 0.8592 - val_accuracy: 0.7077 - lr: 0.0010
Epoch 7/30
2766/2770 [============================>.] - ETA: 0s - loss: 0.4483 - accuracy: 0.8501
Epoch 7: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.4479 - accuracy: 0.8503 - val_loss: 0.8942 - val_accuracy: 0.6965 - lr: 0.0010
Epoch 8/30
2763/2770 [============================>.] - ETA: 0s - loss: 0.4310 - accuracy: 0.8530
Epoch 8: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.4309 - accuracy: 0.8530 - val_loss: 0.8894 - val_accuracy: 0.6954 - lr: 0.0010
Epoch 9/30
2763/2770 [============================>.] - ETA: 0s - loss: 0.3490 - accuracy: 0.8839
Epoch 9: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3486 - accuracy: 0.8840 - val_loss: 0.8830 - val_accuracy: 0.7121 - lr: 2.0000e-04
Epoch 10/30
2764/2770 [============================>.] - ETA: 0s - loss: 0.3310 - accuracy: 0.8899
Epoch 10: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3311 - accuracy: 0.8898 - val_loss: 0.8560 - val_accuracy: 0.7218 - lr: 2.0000e-04
Epoch 11/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.3036 - accuracy: 0.8989
Epoch 11: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3041 - accuracy: 0.8988 - val_loss: 0.8931 - val_accuracy: 0.7085 - lr: 2.0000e-04
Epoch 12/30
2758/2770 [============================>.] - ETA: 0s - loss: 0.3050 - accuracy: 0.8984
Epoch 12: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.3051 - accuracy: 0.8983 - val_loss: 0.8637 - val_accuracy: 0.7160 - lr: 2.0000e-04
Epoch 13/30
2770/2770 [==============================] - ETA: 0s - loss: 0.2866 - accuracy: 0.9061
Epoch 13: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2866 - accuracy: 0.9061 - val_loss: 0.8894 - val_accuracy: 0.7113 - lr: 2.0000e-04
Epoch 14/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.2719 - accuracy: 0.9086
Epoch 14: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2716 - accuracy: 0.9086 - val_loss: 0.8906 - val_accuracy: 0.7103 - lr: 4.0000e-05
Epoch 15/30
2770/2770 [==============================] - ETA: 0s - loss: 0.2682 - accuracy: 0.9111
Epoch 15: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2682 - accuracy: 0.9111 - val_loss: 0.8776 - val_accuracy: 0.7146 - lr: 4.0000e-05
Epoch 16/30
2766/2770 [============================>.] - ETA: 0s - loss: 0.2640 - accuracy: 0.9123
Epoch 16: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2639 - accuracy: 0.9123 - val_loss: 0.8875 - val_accuracy: 0.7106 - lr: 4.0000e-05
Epoch 17/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.2567 - accuracy: 0.9158
Epoch 17: val_loss did not improve from 0.78400
2770/2770 [==============================] - 13s 5ms/step - loss: 0.2567 - accuracy: 0.9155 - val_loss: 0.8870 - val_accuracy: 0.7095 - lr: 4.0000e-05
Epoch 18/30
2764/2770 [============================>.] - ETA: 0s - loss: 0.2527 - accuracy: 0.9168
Epoch 18: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2526 - accuracy: 0.9167 - val_loss: 0.8988 - val_accuracy: 0.7081 - lr: 4.0000e-05
Epoch 19/30
2769/2770 [============================>.] - ETA: 0s - loss: 0.2516 - accuracy: 0.9188
Epoch 19: val_loss did not improve from 0.78400
2770/2770 [==============================] - 13s 5ms/step - loss: 0.2515 - accuracy: 0.9188 - val_loss: 0.8946 - val_accuracy: 0.7085 - lr: 8.0000e-06
Epoch 20/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2489 - accuracy: 0.9178
Epoch 20: val_loss did not improve from 0.78400
2770/2770 [==============================] - 13s 5ms/step - loss: 0.2491 - accuracy: 0.9178 - val_loss: 0.8929 - val_accuracy: 0.7099 - lr: 8.0000e-06
Epoch 21/30
2766/2770 [============================>.] - ETA: 0s - loss: 0.2461 - accuracy: 0.9208
Epoch 21: val_loss did not improve from 0.78400
2770/2770 [==============================] - 13s 5ms/step - loss: 0.2459 - accuracy: 0.9209 - val_loss: 0.8913 - val_accuracy: 0.7081 - lr: 8.0000e-06
Epoch 22/30
2766/2770 [============================>.] - ETA: 0s - loss: 0.2462 - accuracy: 0.9206
Epoch 22: val_loss did not improve from 0.78400
2770/2770 [==============================] - 13s 5ms/step - loss: 0.2463 - accuracy: 0.9205 - val_loss: 0.8899 - val_accuracy: 0.7099 - lr: 8.0000e-06
Epoch 23/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2422 - accuracy: 0.9212
Epoch 23: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2430 - accuracy: 0.9211 - val_loss: 0.8967 - val_accuracy: 0.7056 - lr: 8.0000e-06
Epoch 24/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2481 - accuracy: 0.9180
Epoch 24: val_loss did not improve from 0.78400
2770/2770 [==============================] - 13s 5ms/step - loss: 0.2480 - accuracy: 0.9181 - val_loss: 0.8953 - val_accuracy: 0.7056 - lr: 1.6000e-06
Epoch 25/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2467 - accuracy: 0.9207
Epoch 25: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2473 - accuracy: 0.9207 - val_loss: 0.8940 - val_accuracy: 0.7056 - lr: 1.6000e-06
Epoch 26/30
2769/2770 [============================>.] - ETA: 0s - loss: 0.2416 - accuracy: 0.9201
Epoch 26: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2416 - accuracy: 0.9201 - val_loss: 0.8931 - val_accuracy: 0.7052 - lr: 1.6000e-06
Epoch 27/30
2759/2770 [============================>.] - ETA: 0s - loss: 0.2480 - accuracy: 0.9181
Epoch 27: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2479 - accuracy: 0.9181 - val_loss: 0.8927 - val_accuracy: 0.7070 - lr: 1.6000e-06
Epoch 28/30
2765/2770 [============================>.] - ETA: 0s - loss: 0.2463 - accuracy: 0.9188
Epoch 28: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2464 - accuracy: 0.9188 - val_loss: 0.8931 - val_accuracy: 0.7066 - lr: 1.6000e-06
Epoch 29/30
2760/2770 [============================>.] - ETA: 0s - loss: 0.2497 - accuracy: 0.9195
Epoch 29: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2493 - accuracy: 0.9196 - val_loss: 0.8928 - val_accuracy: 0.7066 - lr: 1.0000e-06
Epoch 30/30
2758/2770 [============================>.] - ETA: 0s - loss: 0.2406 - accuracy: 0.9200
Epoch 30: val_loss did not improve from 0.78400
2770/2770 [==============================] - 12s 4ms/step - loss: 0.2408 - accuracy: 0.9200 - val_loss: 0.8924 - val_accuracy: 0.7070 - lr: 1.0000e-06
No description has been provided for this image
In [13]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(878, 40, 1920)
(878, 9)
2023-09-09 04:43:16.972160: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 269721600 exceeds 10% of free system memory.
 19/220 [=>............................] - ETA: 0s 
2023-09-09 04:43:17.393862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 04:43:17.394584: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 04:43:17.395267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 04:43:17.512359: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
220/220 [==============================] - 1s 3ms/step
Out[13]:
(878, 9)
In [14]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[53  1  1 18  7  8  0  8  2]
 [ 0 70  2  5  2  6  0  5  2]
 [ 1  1 56  5 12  8  1 13  3]
 [ 0  3  0 59  4 22  3  4  3]
 [ 0  0  0  6 73  7  1  9  0]
 [ 0  0  0  5  5 81  1  3  1]
 [ 0  1  3  8  6 11 61  7  1]
 [ 2  3  2  2  4  7  0 79  1]
 [ 2  4  1  7  1 15  2  3 65]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.91      0.54      0.68        98
           1       0.84      0.76      0.80        92
           2       0.86      0.56      0.68       100
           3       0.51      0.60      0.55        98
           4       0.64      0.76      0.70        96
           5       0.49      0.84      0.62        96
           6       0.88      0.62      0.73        98
           7       0.60      0.79      0.68       100
           8       0.83      0.65      0.73       100

    accuracy                           0.68       878
   macro avg       0.73      0.68      0.69       878
weighted avg       0.73      0.68      0.69       878

Dens201 GAVG 10 Class¶

In [8]:
#### Model setup:
Extractor = 'dens201_gavg10class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [9]:
#del X_train, y_train, X_test, y_test
gc.collect()
data_dir = '/home/ycaun/Desktop/jeheng/Processed dataset/Train_data_processed/'
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (11852, 40, 1920)
Shape of y_train:  (11852, 10)
Shape of X_test:  (2962, 40, 1920)
Shape of y_test:  (2962, 10)
In [10]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 10)                1290      
                                                                 
=================================================================
Total params: 1,050,378
Trainable params: 1,050,378
Non-trainable params: 0
_________________________________________________________________
2023-09-09 00:54:27.376418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:27.377346: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:27.377938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [11]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-09 00:54:28.963395: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3640934400 exceeds 10% of free system memory.
2023-09-09 00:54:30.925803: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3640934400 exceeds 10% of free system memory.
Epoch 1/30
2023-09-09 00:54:32.254555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:32.256333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:32.256989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:32.583434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:32.584490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:32.585173: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:32.895361: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-09 00:54:32.937465: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7f3adfbc5630 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-09 00:54:32.937487: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-09 00:54:32.937492: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-09 00:54:32.940839: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-09 00:54:33.045640: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2959/2963 [============================>.] - ETA: 0s - loss: 1.1011 - accuracy: 0.6475
2023-09-09 00:54:44.057581: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 909926400 exceeds 10% of free system memory.
2023-09-09 00:54:44.551623: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 909926400 exceeds 10% of free system memory.
2023-09-09 00:54:44.959471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:44.960499: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:44.961137: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.95498, saving model to lstm_dens201_gavg10class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 00:54:46.810816: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:46.811550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:46.812313: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:46.925229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:46.925902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:46.926500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.030400: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.031297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.031939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.049254: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.054150: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.153848: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.154499: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.155099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.171302: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:54:47.268328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.269206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.269822: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.284657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:54:47.292054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.297541: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:54:47.303388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.308536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:54:47.313762: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.318268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.327395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.332494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.480415: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:54:47.492435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.498287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.600419: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.601124: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.601750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.711444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.712390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.713023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.744897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 00:54:47.749806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 00:54:47.755136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.759981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:54:47.858716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.859420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.860048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:47.969180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:47.969973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:47.970783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:48.079348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:48.080006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:48.080640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:54:48.182884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:54:48.183813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:54:48.184471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 00:54:48.245804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg10class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg10class_128_unit_4_Adam_ReduceLROnPlateau/assets
2963/2963 [==============================] - 16s 5ms/step - loss: 1.1005 - accuracy: 0.6477 - val_loss: 0.9550 - val_accuracy: 0.6894 - lr: 0.0010
Epoch 2/30
2950/2963 [============================>.] - ETA: 0s - loss: 0.7797 - accuracy: 0.7556
Epoch 2: val_loss improved from 0.95498 to 0.89108, saving model to lstm_dens201_gavg10class_128_unit_4_Adam_ReduceLROnPlateau
2023-09-09 00:55:00.580873: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:00.581785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:00.582411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:00.691695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:00.692403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:00.693013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:00.795653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:00.796453: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:00.797058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:00.813447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:00.818259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:00.915793: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:00.916438: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:00.917049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:00.932686: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:55:01.027606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.028452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.029088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:01.043967: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:55:01.051305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.056663: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:55:01.062159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.067062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:55:01.072206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.076406: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.085186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.090629: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.106768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-09 00:55:01.116838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.122193: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.220150: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.220815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.221422: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:01.325842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.326692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.327292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:01.350445: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 00:55:01.355225: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-09 00:55:01.360149: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.364666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-09 00:55:01.460097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.460777: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.461356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:01.564308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.565188: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.565815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:01.671390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.672066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.672665: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 00:55:01.774361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 00:55:01.775321: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 00:55:01.775962: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-09 00:55:01.836549: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg10class_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg10class_128_unit_4_Adam_ReduceLROnPlateau/assets
2963/2963 [==============================] - 14s 5ms/step - loss: 0.7792 - accuracy: 0.7560 - val_loss: 0.8911 - val_accuracy: 0.7134 - lr: 0.0010
Epoch 3/30
2958/2963 [============================>.] - ETA: 0s - loss: 0.7006 - accuracy: 0.7746
Epoch 3: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.7010 - accuracy: 0.7746 - val_loss: 0.9509 - val_accuracy: 0.6843 - lr: 0.0010
Epoch 4/30
2948/2963 [============================>.] - ETA: 0s - loss: 0.6486 - accuracy: 0.7918
Epoch 4: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.6481 - accuracy: 0.7920 - val_loss: 1.0266 - val_accuracy: 0.6783 - lr: 0.0010
Epoch 5/30
2953/2963 [============================>.] - ETA: 0s - loss: 0.6174 - accuracy: 0.7994
Epoch 5: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.6172 - accuracy: 0.7994 - val_loss: 0.9638 - val_accuracy: 0.6826 - lr: 0.0010
Epoch 6/30
2961/2963 [============================>.] - ETA: 0s - loss: 0.5984 - accuracy: 0.7996
Epoch 6: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.5985 - accuracy: 0.7996 - val_loss: 0.9380 - val_accuracy: 0.7005 - lr: 0.0010
Epoch 7/30
2951/2963 [============================>.] - ETA: 0s - loss: 0.5730 - accuracy: 0.8107
Epoch 7: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.5736 - accuracy: 0.8105 - val_loss: 0.9327 - val_accuracy: 0.6958 - lr: 0.0010
Epoch 8/30
2957/2963 [============================>.] - ETA: 0s - loss: 0.4849 - accuracy: 0.8390
Epoch 8: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.4848 - accuracy: 0.8389 - val_loss: 0.9348 - val_accuracy: 0.6921 - lr: 2.0000e-04
Epoch 9/30
2960/2963 [============================>.] - ETA: 0s - loss: 0.4536 - accuracy: 0.8501
Epoch 9: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.4538 - accuracy: 0.8500 - val_loss: 0.9134 - val_accuracy: 0.6999 - lr: 2.0000e-04
Epoch 10/30
2953/2963 [============================>.] - ETA: 0s - loss: 0.4312 - accuracy: 0.8578
Epoch 10: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.4312 - accuracy: 0.8578 - val_loss: 0.9218 - val_accuracy: 0.7012 - lr: 2.0000e-04
Epoch 11/30
2949/2963 [============================>.] - ETA: 0s - loss: 0.4219 - accuracy: 0.8592
Epoch 11: val_loss did not improve from 0.89108
2963/2963 [==============================] - 13s 4ms/step - loss: 0.4221 - accuracy: 0.8591 - val_loss: 0.9114 - val_accuracy: 0.7056 - lr: 2.0000e-04
Epoch 12/30
2962/2963 [============================>.] - ETA: 0s - loss: 0.4048 - accuracy: 0.8651
Epoch 12: val_loss did not improve from 0.89108
2963/2963 [==============================] - 13s 4ms/step - loss: 0.4053 - accuracy: 0.8649 - val_loss: 0.9287 - val_accuracy: 0.6985 - lr: 2.0000e-04
Epoch 13/30
2953/2963 [============================>.] - ETA: 0s - loss: 0.3770 - accuracy: 0.8795
Epoch 13: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3771 - accuracy: 0.8795 - val_loss: 0.9194 - val_accuracy: 0.7070 - lr: 4.0000e-05
Epoch 14/30
2951/2963 [============================>.] - ETA: 0s - loss: 0.3693 - accuracy: 0.8789
Epoch 14: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3685 - accuracy: 0.8794 - val_loss: 0.9163 - val_accuracy: 0.7070 - lr: 4.0000e-05
Epoch 15/30
2950/2963 [============================>.] - ETA: 0s - loss: 0.3654 - accuracy: 0.8804
Epoch 15: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3655 - accuracy: 0.8804 - val_loss: 0.9210 - val_accuracy: 0.7019 - lr: 4.0000e-05
Epoch 16/30
2954/2963 [============================>.] - ETA: 0s - loss: 0.3603 - accuracy: 0.8830
Epoch 16: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3600 - accuracy: 0.8830 - val_loss: 0.9222 - val_accuracy: 0.7026 - lr: 4.0000e-05
Epoch 17/30
2961/2963 [============================>.] - ETA: 0s - loss: 0.3602 - accuracy: 0.8795
Epoch 17: val_loss did not improve from 0.89108
2963/2963 [==============================] - 13s 4ms/step - loss: 0.3601 - accuracy: 0.8796 - val_loss: 0.9341 - val_accuracy: 0.7005 - lr: 4.0000e-05
Epoch 18/30
2956/2963 [============================>.] - ETA: 0s - loss: 0.3552 - accuracy: 0.8853
Epoch 18: val_loss did not improve from 0.89108
2963/2963 [==============================] - 13s 4ms/step - loss: 0.3550 - accuracy: 0.8853 - val_loss: 0.9284 - val_accuracy: 0.7032 - lr: 8.0000e-06
Epoch 19/30
2955/2963 [============================>.] - ETA: 0s - loss: 0.3537 - accuracy: 0.8862
Epoch 19: val_loss did not improve from 0.89108
2963/2963 [==============================] - 13s 4ms/step - loss: 0.3534 - accuracy: 0.8863 - val_loss: 0.9278 - val_accuracy: 0.7032 - lr: 8.0000e-06
Epoch 20/30
2954/2963 [============================>.] - ETA: 0s - loss: 0.3457 - accuracy: 0.8860
Epoch 20: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3455 - accuracy: 0.8860 - val_loss: 0.9248 - val_accuracy: 0.7032 - lr: 8.0000e-06
Epoch 21/30
2958/2963 [============================>.] - ETA: 0s - loss: 0.3475 - accuracy: 0.8876
Epoch 21: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3473 - accuracy: 0.8877 - val_loss: 0.9233 - val_accuracy: 0.7036 - lr: 8.0000e-06
Epoch 22/30
2956/2963 [============================>.] - ETA: 0s - loss: 0.3468 - accuracy: 0.8883
Epoch 22: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3466 - accuracy: 0.8884 - val_loss: 0.9257 - val_accuracy: 0.7049 - lr: 8.0000e-06
Epoch 23/30
2952/2963 [============================>.] - ETA: 0s - loss: 0.3461 - accuracy: 0.8897
Epoch 23: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3464 - accuracy: 0.8896 - val_loss: 0.9248 - val_accuracy: 0.7046 - lr: 1.6000e-06
Epoch 24/30
2963/2963 [==============================] - ETA: 0s - loss: 0.3434 - accuracy: 0.8857
Epoch 24: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3434 - accuracy: 0.8857 - val_loss: 0.9244 - val_accuracy: 0.7046 - lr: 1.6000e-06
Epoch 25/30
2953/2963 [============================>.] - ETA: 0s - loss: 0.3491 - accuracy: 0.8871
Epoch 25: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3488 - accuracy: 0.8872 - val_loss: 0.9240 - val_accuracy: 0.7039 - lr: 1.6000e-06
Epoch 26/30
2950/2963 [============================>.] - ETA: 0s - loss: 0.3470 - accuracy: 0.8855
Epoch 26: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3471 - accuracy: 0.8855 - val_loss: 0.9240 - val_accuracy: 0.7046 - lr: 1.6000e-06
Epoch 27/30
2959/2963 [============================>.] - ETA: 0s - loss: 0.3442 - accuracy: 0.8858
Epoch 27: val_loss did not improve from 0.89108
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3442 - accuracy: 0.8858 - val_loss: 0.9236 - val_accuracy: 0.7059 - lr: 1.6000e-06
Epoch 28/30
2960/2963 [============================>.] - ETA: 0s - loss: 0.3489 - accuracy: 0.8834
Epoch 28: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3490 - accuracy: 0.8833 - val_loss: 0.9237 - val_accuracy: 0.7059 - lr: 1.0000e-06
Epoch 29/30
2952/2963 [============================>.] - ETA: 0s - loss: 0.3452 - accuracy: 0.8881
Epoch 29: val_loss did not improve from 0.89108
2963/2963 [==============================] - 11s 4ms/step - loss: 0.3450 - accuracy: 0.8883 - val_loss: 0.9242 - val_accuracy: 0.7049 - lr: 1.0000e-06
Epoch 30/30
2952/2963 [============================>.] - ETA: 0s - loss: 0.3499 - accuracy: 0.8867
Epoch 30: val_loss did not improve from 0.89108
2963/2963 [==============================] - 12s 4ms/step - loss: 0.3491 - accuracy: 0.8870 - val_loss: 0.9247 - val_accuracy: 0.7043 - lr: 1.0000e-06
No description has been provided for this image
In [12]:
# if X_eval is not None and y_eval is not None:
#     del X_eval, y_eval
#     gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(966, 40, 1920)
(966, 10)
 17/242 [=>............................] - ETA: 0s 
2023-09-09 01:02:55.632214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-09 01:02:55.633123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-09 01:02:55.633705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-09 01:02:55.723701: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
242/242 [==============================] - 1s 3ms/step
Out[12]:
(966, 10)
In [13]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[68  0  2 12  2  8  2  0  1  3]
 [ 1 72  2  6  2  6  0  1  2  0]
 [ 0  3 67  6 12  3  4  0  5  0]
 [ 2  2  2 66  1 16  2  4  2  1]
 [ 0  0  1  4 71  6  3  1  9  1]
 [ 0  1  0 17  4 69  2  0  2  1]
 [ 0  0  4 10  6  7 65  1  1  4]
 [ 8  1  5 35  2 14  3 20  5  3]
 [ 5  2  2 14  5  9  1  3 58  1]
 [ 8  0  1 17  3 16  8  4  2 33]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.74      0.69      0.72        98
           1       0.89      0.78      0.83        92
           2       0.78      0.67      0.72       100
           3       0.35      0.67      0.46        98
           4       0.66      0.74      0.70        96
           5       0.45      0.72      0.55        96
           6       0.72      0.66      0.69        98
           7       0.59      0.21      0.31        96
           8       0.67      0.58      0.62       100
           9       0.70      0.36      0.47        92

    accuracy                           0.61       966
   macro avg       0.65      0.61      0.61       966
weighted avg       0.65      0.61      0.61       966

In [ ]:
 
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In [ ]:
 
In [ ]:
 
In [ ]:
 

Setup 2: Batch size 16¶

Resnet_gavg¶

In [73]:
#### Model setup:
Extractor = 'resnet_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
In [76]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('resnet_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
In [77]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1114624   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,115,527
Trainable params: 1,115,527
Non-trainable params: 0
_________________________________________________________________
In [78]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
546/549 [============================>.] - ETA: 0s - loss: 1.8456 - accuracy: 0.2382
Epoch 1: val_loss improved from inf to 1.76665, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 15s 18ms/step - loss: 1.8460 - accuracy: 0.2381 - val_loss: 1.7666 - val_accuracy: 0.3008 - lr: 0.0010
Epoch 2/30
544/549 [============================>.] - ETA: 0s - loss: 1.7339 - accuracy: 0.2993
Epoch 2: val_loss improved from 1.76665 to 1.70040, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 12ms/step - loss: 1.7339 - accuracy: 0.2992 - val_loss: 1.7004 - val_accuracy: 0.3140 - lr: 0.0010
Epoch 3/30
548/549 [============================>.] - ETA: 0s - loss: 1.6848 - accuracy: 0.3341
Epoch 3: val_loss improved from 1.70040 to 1.64049, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 12ms/step - loss: 1.6847 - accuracy: 0.3341 - val_loss: 1.6405 - val_accuracy: 0.3651 - lr: 0.0010
Epoch 4/30
544/549 [============================>.] - ETA: 0s - loss: 1.6301 - accuracy: 0.3598
Epoch 4: val_loss improved from 1.64049 to 1.62043, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 12ms/step - loss: 1.6301 - accuracy: 0.3596 - val_loss: 1.6204 - val_accuracy: 0.3825 - lr: 0.0010
Epoch 5/30
549/549 [==============================] - ETA: 0s - loss: 1.6004 - accuracy: 0.3800
Epoch 5: val_loss improved from 1.62043 to 1.60372, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 12ms/step - loss: 1.6004 - accuracy: 0.3800 - val_loss: 1.6037 - val_accuracy: 0.3852 - lr: 0.0010
Epoch 6/30
548/549 [============================>.] - ETA: 0s - loss: 1.5872 - accuracy: 0.3818
Epoch 6: val_loss improved from 1.60372 to 1.56951, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 11ms/step - loss: 1.5872 - accuracy: 0.3818 - val_loss: 1.5695 - val_accuracy: 0.4080 - lr: 0.0010
Epoch 7/30
547/549 [============================>.] - ETA: 0s - loss: 1.5605 - accuracy: 0.3975
Epoch 7: val_loss did not improve from 1.56951
549/549 [==============================] - 4s 7ms/step - loss: 1.5600 - accuracy: 0.3978 - val_loss: 1.6662 - val_accuracy: 0.3606 - lr: 0.0010
Epoch 8/30
547/549 [============================>.] - ETA: 0s - loss: 1.5450 - accuracy: 0.3976
Epoch 8: val_loss did not improve from 1.56951
549/549 [==============================] - 4s 7ms/step - loss: 1.5444 - accuracy: 0.3979 - val_loss: 1.5966 - val_accuracy: 0.3765 - lr: 0.0010
Epoch 9/30
541/549 [============================>.] - ETA: 0s - loss: 1.5307 - accuracy: 0.4136
Epoch 9: val_loss improved from 1.56951 to 1.53817, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 12ms/step - loss: 1.5325 - accuracy: 0.4128 - val_loss: 1.5382 - val_accuracy: 0.4272 - lr: 0.0010
Epoch 10/30
549/549 [==============================] - ETA: 0s - loss: 1.5131 - accuracy: 0.4158
Epoch 10: val_loss did not improve from 1.53817
549/549 [==============================] - 4s 7ms/step - loss: 1.5131 - accuracy: 0.4158 - val_loss: 1.6687 - val_accuracy: 0.3505 - lr: 0.0010
Epoch 11/30
547/549 [============================>.] - ETA: 0s - loss: 1.5157 - accuracy: 0.4164
Epoch 11: val_loss did not improve from 1.53817
549/549 [==============================] - 4s 7ms/step - loss: 1.5150 - accuracy: 0.4166 - val_loss: 1.5635 - val_accuracy: 0.4067 - lr: 0.0010
Epoch 12/30
541/549 [============================>.] - ETA: 0s - loss: 1.4940 - accuracy: 0.4288
Epoch 12: val_loss improved from 1.53817 to 1.53476, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 11ms/step - loss: 1.4944 - accuracy: 0.4288 - val_loss: 1.5348 - val_accuracy: 0.4226 - lr: 0.0010
Epoch 13/30
547/549 [============================>.] - ETA: 0s - loss: 1.4826 - accuracy: 0.4325
Epoch 13: val_loss did not improve from 1.53476
549/549 [==============================] - 4s 7ms/step - loss: 1.4822 - accuracy: 0.4327 - val_loss: 1.5414 - val_accuracy: 0.4226 - lr: 0.0010
Epoch 14/30
543/549 [============================>.] - ETA: 0s - loss: 1.4644 - accuracy: 0.4424
Epoch 14: val_loss did not improve from 1.53476
549/549 [==============================] - 4s 7ms/step - loss: 1.4631 - accuracy: 0.4429 - val_loss: 1.5866 - val_accuracy: 0.3816 - lr: 0.0010
Epoch 15/30
547/549 [============================>.] - ETA: 0s - loss: 1.4673 - accuracy: 0.4416
Epoch 15: val_loss improved from 1.53476 to 1.50429, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 12ms/step - loss: 1.4674 - accuracy: 0.4414 - val_loss: 1.5043 - val_accuracy: 0.4267 - lr: 0.0010
Epoch 16/30
549/549 [==============================] - ETA: 0s - loss: 1.4553 - accuracy: 0.4500
Epoch 16: val_loss did not improve from 1.50429
549/549 [==============================] - 4s 7ms/step - loss: 1.4553 - accuracy: 0.4500 - val_loss: 1.5472 - val_accuracy: 0.4089 - lr: 0.0010
Epoch 17/30
542/549 [============================>.] - ETA: 0s - loss: 1.4493 - accuracy: 0.4451
Epoch 17: val_loss did not improve from 1.50429
549/549 [==============================] - 4s 7ms/step - loss: 1.4483 - accuracy: 0.4460 - val_loss: 1.6251 - val_accuracy: 0.3656 - lr: 0.0010
Epoch 18/30
548/549 [============================>.] - ETA: 0s - loss: 1.4348 - accuracy: 0.4552
Epoch 18: val_loss did not improve from 1.50429
549/549 [==============================] - 4s 7ms/step - loss: 1.4350 - accuracy: 0.4551 - val_loss: 1.5448 - val_accuracy: 0.4076 - lr: 0.0010
Epoch 19/30
545/549 [============================>.] - ETA: 0s - loss: 1.4342 - accuracy: 0.4537
Epoch 19: val_loss did not improve from 1.50429
549/549 [==============================] - 4s 7ms/step - loss: 1.4348 - accuracy: 0.4535 - val_loss: 1.5427 - val_accuracy: 0.4112 - lr: 0.0010
Epoch 20/30
543/549 [============================>.] - ETA: 0s - loss: 1.4283 - accuracy: 0.4580
Epoch 20: val_loss improved from 1.50429 to 1.49180, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 12ms/step - loss: 1.4275 - accuracy: 0.4582 - val_loss: 1.4918 - val_accuracy: 0.4464 - lr: 0.0010
Epoch 21/30
548/549 [============================>.] - ETA: 0s - loss: 1.4227 - accuracy: 0.4599
Epoch 21: val_loss did not improve from 1.49180
549/549 [==============================] - 4s 7ms/step - loss: 1.4226 - accuracy: 0.4599 - val_loss: 1.5101 - val_accuracy: 0.4409 - lr: 0.0010
Epoch 22/30
549/549 [==============================] - ETA: 0s - loss: 1.4159 - accuracy: 0.4695
Epoch 22: val_loss improved from 1.49180 to 1.49019, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 11ms/step - loss: 1.4159 - accuracy: 0.4695 - val_loss: 1.4902 - val_accuracy: 0.4464 - lr: 0.0010
Epoch 23/30
549/549 [==============================] - ETA: 0s - loss: 1.4000 - accuracy: 0.4721
Epoch 23: val_loss did not improve from 1.49019
549/549 [==============================] - 4s 7ms/step - loss: 1.4000 - accuracy: 0.4721 - val_loss: 1.5344 - val_accuracy: 0.4094 - lr: 0.0010
Epoch 24/30
543/549 [============================>.] - ETA: 0s - loss: 1.3941 - accuracy: 0.4811
Epoch 24: val_loss did not improve from 1.49019
549/549 [==============================] - 4s 7ms/step - loss: 1.3948 - accuracy: 0.4806 - val_loss: 1.5280 - val_accuracy: 0.4231 - lr: 0.0010
Epoch 25/30
545/549 [============================>.] - ETA: 0s - loss: 1.3835 - accuracy: 0.4802
Epoch 25: val_loss did not improve from 1.49019
549/549 [==============================] - 4s 7ms/step - loss: 1.3842 - accuracy: 0.4800 - val_loss: 1.6061 - val_accuracy: 0.4030 - lr: 0.0010
Epoch 26/30
548/549 [============================>.] - ETA: 0s - loss: 1.3780 - accuracy: 0.4846
Epoch 26: val_loss did not improve from 1.49019
549/549 [==============================] - 4s 7ms/step - loss: 1.3781 - accuracy: 0.4845 - val_loss: 1.6215 - val_accuracy: 0.3930 - lr: 0.0010
Epoch 27/30
549/549 [==============================] - ETA: 0s - loss: 1.3675 - accuracy: 0.4940
Epoch 27: val_loss did not improve from 1.49019
549/549 [==============================] - 4s 7ms/step - loss: 1.3675 - accuracy: 0.4940 - val_loss: 1.4954 - val_accuracy: 0.4459 - lr: 0.0010
Epoch 28/30
547/549 [============================>.] - ETA: 0s - loss: 1.3010 - accuracy: 0.5227
Epoch 28: val_loss improved from 1.49019 to 1.48138, saving model to lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 12ms/step - loss: 1.3004 - accuracy: 0.5230 - val_loss: 1.4814 - val_accuracy: 0.4614 - lr: 2.0000e-04
Epoch 29/30
545/549 [============================>.] - ETA: 0s - loss: 1.2944 - accuracy: 0.5209
Epoch 29: val_loss did not improve from 1.48138
549/549 [==============================] - 4s 7ms/step - loss: 1.2940 - accuracy: 0.5210 - val_loss: 1.4845 - val_accuracy: 0.4619 - lr: 2.0000e-04
Epoch 30/30
543/549 [============================>.] - ETA: 0s - loss: 1.2839 - accuracy: 0.5290
Epoch 30: val_loss did not improve from 1.48138
549/549 [==============================] - 4s 7ms/step - loss: 1.2843 - accuracy: 0.5290 - val_loss: 1.5180 - val_accuracy: 0.4532 - lr: 2.0000e-04
No description has been provided for this image
In [80]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('resnet_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
170/170 [==============================] - 2s 2ms/step
Out[80]:
(678, 7)
In [81]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[29  1  1 32 22 11  2]
 [ 4 45  6 11  0 26  0]
 [ 6  6 27 21 11 18 11]
 [ 8  2 12 29 20 21  6]
 [15  3  6 19 34 10  9]
 [ 6  5  4 21  1 55  4]
 [ 8  0 15 19  9 11 36]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.38      0.30      0.33        98
           1       0.73      0.49      0.58        92
           2       0.38      0.27      0.32       100
           3       0.19      0.30      0.23        98
           4       0.35      0.35      0.35        96
           5       0.36      0.57      0.44        96
           6       0.53      0.37      0.43        98

    accuracy                           0.38       678
   macro avg       0.42      0.38      0.39       678
weighted avg       0.41      0.38      0.38       678

VGG16_avg¶

In [83]:
#### Model setup:
Extractor = 'vgg16_avg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
In [84]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_avg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
In [86]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1114624   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,115,527
Trainable params: 1,115,527
Non-trainable params: 0
_________________________________________________________________
In [87]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
547/549 [============================>.] - ETA: 0s - loss: 1.1509 - accuracy: 0.5882
Epoch 1: val_loss improved from inf to 1.03062, saving model to lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 17s 15ms/step - loss: 1.1509 - accuracy: 0.5879 - val_loss: 1.0306 - val_accuracy: 0.6276 - lr: 0.0010
Epoch 2/30
545/549 [============================>.] - ETA: 0s - loss: 0.8823 - accuracy: 0.6945
Epoch 2: val_loss improved from 1.03062 to 0.97363, saving model to lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 12ms/step - loss: 0.8822 - accuracy: 0.6945 - val_loss: 0.9736 - val_accuracy: 0.6486 - lr: 0.0010
Epoch 3/30
547/549 [============================>.] - ETA: 0s - loss: 0.7485 - accuracy: 0.7401
Epoch 3: val_loss improved from 0.97363 to 0.87443, saving model to lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 11ms/step - loss: 0.7480 - accuracy: 0.7402 - val_loss: 0.8744 - val_accuracy: 0.6979 - lr: 0.0010
Epoch 4/30
544/549 [============================>.] - ETA: 0s - loss: 0.6686 - accuracy: 0.7721
Epoch 4: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.6695 - accuracy: 0.7715 - val_loss: 0.8909 - val_accuracy: 0.6892 - lr: 0.0010
Epoch 5/30
543/549 [============================>.] - ETA: 0s - loss: 0.5885 - accuracy: 0.7958
Epoch 5: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.5900 - accuracy: 0.7954 - val_loss: 0.9031 - val_accuracy: 0.6823 - lr: 0.0010
Epoch 6/30
540/549 [============================>.] - ETA: 0s - loss: 0.5212 - accuracy: 0.8171
Epoch 6: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.5210 - accuracy: 0.8171 - val_loss: 0.8922 - val_accuracy: 0.7065 - lr: 0.0010
Epoch 7/30
543/549 [============================>.] - ETA: 0s - loss: 0.4711 - accuracy: 0.8401
Epoch 7: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.4717 - accuracy: 0.8398 - val_loss: 0.9095 - val_accuracy: 0.6974 - lr: 0.0010
Epoch 8/30
545/549 [============================>.] - ETA: 0s - loss: 0.4099 - accuracy: 0.8599
Epoch 8: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.4099 - accuracy: 0.8597 - val_loss: 0.9308 - val_accuracy: 0.7024 - lr: 0.0010
Epoch 9/30
549/549 [==============================] - ETA: 0s - loss: 0.2936 - accuracy: 0.9043
Epoch 9: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.2936 - accuracy: 0.9043 - val_loss: 0.9265 - val_accuracy: 0.7088 - lr: 2.0000e-04
Epoch 10/30
546/549 [============================>.] - ETA: 0s - loss: 0.2615 - accuracy: 0.9161
Epoch 10: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.2610 - accuracy: 0.9162 - val_loss: 0.9579 - val_accuracy: 0.7088 - lr: 2.0000e-04
Epoch 11/30
544/549 [============================>.] - ETA: 0s - loss: 0.2417 - accuracy: 0.9223
Epoch 11: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.2412 - accuracy: 0.9223 - val_loss: 0.9699 - val_accuracy: 0.7093 - lr: 2.0000e-04
Epoch 12/30
543/549 [============================>.] - ETA: 0s - loss: 0.2245 - accuracy: 0.9301
Epoch 12: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.2257 - accuracy: 0.9298 - val_loss: 0.9944 - val_accuracy: 0.7024 - lr: 2.0000e-04
Epoch 13/30
542/549 [============================>.] - ETA: 0s - loss: 0.2076 - accuracy: 0.9325
Epoch 13: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.2076 - accuracy: 0.9325 - val_loss: 1.0400 - val_accuracy: 0.7070 - lr: 2.0000e-04
Epoch 14/30
545/549 [============================>.] - ETA: 0s - loss: 0.1723 - accuracy: 0.9508
Epoch 14: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1722 - accuracy: 0.9508 - val_loss: 1.0309 - val_accuracy: 0.7143 - lr: 4.0000e-05
Epoch 15/30
545/549 [============================>.] - ETA: 0s - loss: 0.1688 - accuracy: 0.9479
Epoch 15: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1687 - accuracy: 0.9481 - val_loss: 1.0291 - val_accuracy: 0.7106 - lr: 4.0000e-05
Epoch 16/30
548/549 [============================>.] - ETA: 0s - loss: 0.1637 - accuracy: 0.9502
Epoch 16: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1636 - accuracy: 0.9502 - val_loss: 1.0412 - val_accuracy: 0.7097 - lr: 4.0000e-05
Epoch 17/30
546/549 [============================>.] - ETA: 0s - loss: 0.1590 - accuracy: 0.9539
Epoch 17: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1593 - accuracy: 0.9538 - val_loss: 1.0530 - val_accuracy: 0.7111 - lr: 4.0000e-05
Epoch 18/30
543/549 [============================>.] - ETA: 0s - loss: 0.1541 - accuracy: 0.9537
Epoch 18: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1538 - accuracy: 0.9539 - val_loss: 1.0624 - val_accuracy: 0.7129 - lr: 4.0000e-05
Epoch 19/30
549/549 [==============================] - ETA: 0s - loss: 0.1477 - accuracy: 0.9581
Epoch 19: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1477 - accuracy: 0.9581 - val_loss: 1.0611 - val_accuracy: 0.7070 - lr: 8.0000e-06
Epoch 20/30
545/549 [============================>.] - ETA: 0s - loss: 0.1487 - accuracy: 0.9570
Epoch 20: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1488 - accuracy: 0.9570 - val_loss: 1.0639 - val_accuracy: 0.7061 - lr: 8.0000e-06
Epoch 21/30
547/549 [============================>.] - ETA: 0s - loss: 0.1448 - accuracy: 0.9566
Epoch 21: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1447 - accuracy: 0.9567 - val_loss: 1.0641 - val_accuracy: 0.7047 - lr: 8.0000e-06
Epoch 22/30
541/549 [============================>.] - ETA: 0s - loss: 0.1432 - accuracy: 0.9579
Epoch 22: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1434 - accuracy: 0.9578 - val_loss: 1.0673 - val_accuracy: 0.7074 - lr: 8.0000e-06
Epoch 23/30
548/549 [============================>.] - ETA: 0s - loss: 0.1416 - accuracy: 0.9605
Epoch 23: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1416 - accuracy: 0.9605 - val_loss: 1.0652 - val_accuracy: 0.7106 - lr: 8.0000e-06
Epoch 24/30
548/549 [============================>.] - ETA: 0s - loss: 0.1416 - accuracy: 0.9589
Epoch 24: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1416 - accuracy: 0.9589 - val_loss: 1.0665 - val_accuracy: 0.7097 - lr: 1.6000e-06
Epoch 25/30
542/549 [============================>.] - ETA: 0s - loss: 0.1395 - accuracy: 0.9595
Epoch 25: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1395 - accuracy: 0.9596 - val_loss: 1.0669 - val_accuracy: 0.7097 - lr: 1.6000e-06
Epoch 26/30
546/549 [============================>.] - ETA: 0s - loss: 0.1413 - accuracy: 0.9576
Epoch 26: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1411 - accuracy: 0.9578 - val_loss: 1.0672 - val_accuracy: 0.7088 - lr: 1.6000e-06
Epoch 27/30
544/549 [============================>.] - ETA: 0s - loss: 0.1416 - accuracy: 0.9585
Epoch 27: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1414 - accuracy: 0.9585 - val_loss: 1.0685 - val_accuracy: 0.7097 - lr: 1.6000e-06
Epoch 28/30
540/549 [============================>.] - ETA: 0s - loss: 0.1391 - accuracy: 0.9604
Epoch 28: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1390 - accuracy: 0.9602 - val_loss: 1.0690 - val_accuracy: 0.7084 - lr: 1.6000e-06
Epoch 29/30
543/549 [============================>.] - ETA: 0s - loss: 0.1397 - accuracy: 0.9579
Epoch 29: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1402 - accuracy: 0.9578 - val_loss: 1.0691 - val_accuracy: 0.7088 - lr: 1.0000e-06
Epoch 30/30
548/549 [============================>.] - ETA: 0s - loss: 0.1411 - accuracy: 0.9585
Epoch 30: val_loss did not improve from 0.87443
549/549 [==============================] - 4s 7ms/step - loss: 0.1412 - accuracy: 0.9584 - val_loss: 1.0693 - val_accuracy: 0.7093 - lr: 1.0000e-06
No description has been provided for this image
In [89]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_avg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
170/170 [==============================] - 4s 2ms/step
Out[89]:
(678, 7)
In [90]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[66  2  3 14  1  5  7]
 [ 1 66  7  5  7  4  2]
 [ 9  4 72  1  8  0  6]
 [ 9 11  6 55  4  8  5]
 [ 7  2 11 12 57  2  5]
 [ 0  1  6 19  3 63  4]
 [ 7  2  9  8  7  4 61]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.67      0.67      0.67        98
           1       0.75      0.72      0.73        92
           2       0.63      0.72      0.67       100
           3       0.48      0.56      0.52        98
           4       0.66      0.59      0.62        96
           5       0.73      0.66      0.69        96
           6       0.68      0.62      0.65        98

    accuracy                           0.65       678
   macro avg       0.66      0.65      0.65       678
weighted avg       0.66      0.65      0.65       678

VGG16_gavg¶

In [92]:
#### Model setup:
Extractor = 'vgg16_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
In [93]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8768, 40, 512)
Shape of y_train:  (8768, 7)
Shape of X_test:  (2192, 40, 512)
Shape of y_test:  (2192, 7)
In [94]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 128)               328192    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 329,095
Trainable params: 329,095
Non-trainable params: 0
_________________________________________________________________
Out[94]:
79
In [95]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
541/548 [============================>.] - ETA: 0s - loss: 1.2121 - accuracy: 0.5587
Epoch 1: val_loss improved from inf to 1.17019, saving model to lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
548/548 [==============================] - 24s 10ms/step - loss: 1.2090 - accuracy: 0.5594 - val_loss: 1.1702 - val_accuracy: 0.5867 - lr: 0.0010
Epoch 2/30
544/548 [============================>.] - ETA: 0s - loss: 0.9480 - accuracy: 0.6667
Epoch 2: val_loss improved from 1.17019 to 0.97771, saving model to lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
548/548 [==============================] - 5s 9ms/step - loss: 0.9471 - accuracy: 0.6672 - val_loss: 0.9777 - val_accuracy: 0.6492 - lr: 0.0010
Epoch 3/30
547/548 [============================>.] - ETA: 0s - loss: 0.8290 - accuracy: 0.7070
Epoch 3: val_loss improved from 0.97771 to 0.86261, saving model to lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
548/548 [==============================] - 5s 8ms/step - loss: 0.8291 - accuracy: 0.7072 - val_loss: 0.8626 - val_accuracy: 0.6852 - lr: 0.0010
Epoch 4/30
545/548 [============================>.] - ETA: 0s - loss: 0.7520 - accuracy: 0.7320
Epoch 4: val_loss did not improve from 0.86261
548/548 [==============================] - 2s 4ms/step - loss: 0.7526 - accuracy: 0.7318 - val_loss: 0.9199 - val_accuracy: 0.6647 - lr: 0.0010
Epoch 5/30
542/548 [============================>.] - ETA: 0s - loss: 0.6924 - accuracy: 0.7565
Epoch 5: val_loss improved from 0.86261 to 0.79244, saving model to lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
548/548 [==============================] - 4s 8ms/step - loss: 0.6924 - accuracy: 0.7567 - val_loss: 0.7924 - val_accuracy: 0.7181 - lr: 0.0010
Epoch 6/30
540/548 [============================>.] - ETA: 0s - loss: 0.6430 - accuracy: 0.7737
Epoch 6: val_loss did not improve from 0.79244
548/548 [==============================] - 2s 4ms/step - loss: 0.6432 - accuracy: 0.7734 - val_loss: 0.8096 - val_accuracy: 0.7112 - lr: 0.0010
Epoch 7/30
541/548 [============================>.] - ETA: 0s - loss: 0.5892 - accuracy: 0.7919
Epoch 7: val_loss improved from 0.79244 to 0.75520, saving model to lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
548/548 [==============================] - 5s 9ms/step - loss: 0.5883 - accuracy: 0.7923 - val_loss: 0.7552 - val_accuracy: 0.7363 - lr: 0.0010
Epoch 8/30
545/548 [============================>.] - ETA: 0s - loss: 0.5476 - accuracy: 0.8077
Epoch 8: val_loss did not improve from 0.75520
548/548 [==============================] - 2s 4ms/step - loss: 0.5474 - accuracy: 0.8077 - val_loss: 0.8028 - val_accuracy: 0.7391 - lr: 0.0010
Epoch 9/30
544/548 [============================>.] - ETA: 0s - loss: 0.5080 - accuracy: 0.8235
Epoch 9: val_loss did not improve from 0.75520
548/548 [==============================] - 2s 4ms/step - loss: 0.5093 - accuracy: 0.8232 - val_loss: 0.7771 - val_accuracy: 0.7395 - lr: 0.0010
Epoch 10/30
536/548 [============================>.] - ETA: 0s - loss: 0.4601 - accuracy: 0.8376
Epoch 10: val_loss did not improve from 0.75520
548/548 [==============================] - 2s 4ms/step - loss: 0.4591 - accuracy: 0.8383 - val_loss: 0.7704 - val_accuracy: 0.7422 - lr: 0.0010
Epoch 11/30
536/548 [============================>.] - ETA: 0s - loss: 0.4287 - accuracy: 0.8489
Epoch 11: val_loss improved from 0.75520 to 0.68413, saving model to lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
548/548 [==============================] - 4s 8ms/step - loss: 0.4285 - accuracy: 0.8487 - val_loss: 0.6841 - val_accuracy: 0.7710 - lr: 0.0010
Epoch 12/30
545/548 [============================>.] - ETA: 0s - loss: 0.3907 - accuracy: 0.8634
Epoch 12: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.3908 - accuracy: 0.8635 - val_loss: 0.8171 - val_accuracy: 0.7555 - lr: 0.0010
Epoch 13/30
537/548 [============================>.] - ETA: 0s - loss: 0.3616 - accuracy: 0.8747
Epoch 13: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.3615 - accuracy: 0.8748 - val_loss: 0.7854 - val_accuracy: 0.7564 - lr: 0.0010
Epoch 14/30
541/548 [============================>.] - ETA: 0s - loss: 0.3379 - accuracy: 0.8832
Epoch 14: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.3375 - accuracy: 0.8830 - val_loss: 0.7906 - val_accuracy: 0.7614 - lr: 0.0010
Epoch 15/30
534/548 [============================>.] - ETA: 0s - loss: 0.3010 - accuracy: 0.8928
Epoch 15: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.3011 - accuracy: 0.8928 - val_loss: 0.7808 - val_accuracy: 0.7728 - lr: 0.0010
Epoch 16/30
544/548 [============================>.] - ETA: 0s - loss: 0.2778 - accuracy: 0.8987
Epoch 16: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.2773 - accuracy: 0.8988 - val_loss: 0.8221 - val_accuracy: 0.7655 - lr: 0.0010
Epoch 17/30
544/548 [============================>.] - ETA: 0s - loss: 0.1832 - accuracy: 0.9400
Epoch 17: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.1826 - accuracy: 0.9401 - val_loss: 0.7959 - val_accuracy: 0.7929 - lr: 2.0000e-04
Epoch 18/30
537/548 [============================>.] - ETA: 0s - loss: 0.1505 - accuracy: 0.9509
Epoch 18: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.1510 - accuracy: 0.9510 - val_loss: 0.8414 - val_accuracy: 0.7851 - lr: 2.0000e-04
Epoch 19/30
547/548 [============================>.] - ETA: 0s - loss: 0.1375 - accuracy: 0.9553
Epoch 19: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.1374 - accuracy: 0.9554 - val_loss: 0.8110 - val_accuracy: 0.7997 - lr: 2.0000e-04
Epoch 20/30
546/548 [============================>.] - ETA: 0s - loss: 0.1215 - accuracy: 0.9627
Epoch 20: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.1212 - accuracy: 0.9628 - val_loss: 0.8335 - val_accuracy: 0.8002 - lr: 2.0000e-04
Epoch 21/30
542/548 [============================>.] - ETA: 0s - loss: 0.1135 - accuracy: 0.9625
Epoch 21: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.1132 - accuracy: 0.9627 - val_loss: 0.8364 - val_accuracy: 0.7979 - lr: 2.0000e-04
Epoch 22/30
547/548 [============================>.] - ETA: 0s - loss: 0.0980 - accuracy: 0.9713
Epoch 22: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0980 - accuracy: 0.9714 - val_loss: 0.8497 - val_accuracy: 0.8011 - lr: 4.0000e-05
Epoch 23/30
544/548 [============================>.] - ETA: 0s - loss: 0.0911 - accuracy: 0.9715
Epoch 23: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0911 - accuracy: 0.9715 - val_loss: 0.8518 - val_accuracy: 0.8029 - lr: 4.0000e-05
Epoch 24/30
544/548 [============================>.] - ETA: 0s - loss: 0.0881 - accuracy: 0.9715
Epoch 24: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0878 - accuracy: 0.9716 - val_loss: 0.8583 - val_accuracy: 0.8034 - lr: 4.0000e-05
Epoch 25/30
535/548 [============================>.] - ETA: 0s - loss: 0.0850 - accuracy: 0.9739
Epoch 25: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0852 - accuracy: 0.9737 - val_loss: 0.8670 - val_accuracy: 0.8034 - lr: 4.0000e-05
Epoch 26/30
544/548 [============================>.] - ETA: 0s - loss: 0.0856 - accuracy: 0.9746
Epoch 26: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0851 - accuracy: 0.9748 - val_loss: 0.8759 - val_accuracy: 0.8034 - lr: 4.0000e-05
Epoch 27/30
534/548 [============================>.] - ETA: 0s - loss: 0.0788 - accuracy: 0.9765
Epoch 27: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0804 - accuracy: 0.9759 - val_loss: 0.8804 - val_accuracy: 0.8043 - lr: 8.0000e-06
Epoch 28/30
542/548 [============================>.] - ETA: 0s - loss: 0.0764 - accuracy: 0.9767
Epoch 28: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0774 - accuracy: 0.9764 - val_loss: 0.8828 - val_accuracy: 0.8029 - lr: 8.0000e-06
Epoch 29/30
548/548 [==============================] - ETA: 0s - loss: 0.0779 - accuracy: 0.9778
Epoch 29: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0779 - accuracy: 0.9778 - val_loss: 0.8862 - val_accuracy: 0.8061 - lr: 8.0000e-06
Epoch 30/30
545/548 [============================>.] - ETA: 0s - loss: 0.0760 - accuracy: 0.9766
Epoch 30: val_loss did not improve from 0.68413
548/548 [==============================] - 2s 4ms/step - loss: 0.0764 - accuracy: 0.9764 - val_loss: 0.8918 - val_accuracy: 0.8020 - lr: 8.0000e-06
No description has been provided for this image
In [96]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 512)
(678, 7)
170/170 [==============================] - 1s 2ms/step
Out[96]:
(678, 7)
In [97]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[67  0  2 18  2  4  5]
 [ 2 72  5  4  5  3  1]
 [ 9  7 67  3  8  0  6]
 [15  8  3 51  7  8  6]
 [ 3  3  9  8 64  4  5]
 [ 2  7  7 14  6 55  5]
 [ 6  2  9  8  5  3 65]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.64      0.68      0.66        98
           1       0.73      0.78      0.75        92
           2       0.66      0.67      0.66       100
           3       0.48      0.52      0.50        98
           4       0.66      0.67      0.66        96
           5       0.71      0.57      0.64        96
           6       0.70      0.66      0.68        98

    accuracy                           0.65       678
   macro avg       0.65      0.65      0.65       678
weighted avg       0.65      0.65      0.65       678

In [ ]:
 

MobV2 GAVG¶

In [40]:
#### Model setup:
Extractor = 'mobV2_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
NUM_CLASSES = 7
In [41]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1280)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1280)
Shape of y_test:  (2191, 7)
In [42]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 722,311
Trainable params: 722,311
Non-trainable params: 0
_________________________________________________________________
2023-09-12 02:51:07.366022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:07.367082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:07.367706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[42]:
77
In [43]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
2023-09-12 02:51:09.143131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:09.144160: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:09.144863: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:09.500783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:09.501965: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:09.502635: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
544/549 [============================>.] - ETA: 0s - loss: 0.8728 - accuracy: 0.7021
2023-09-12 02:51:13.205598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:13.206581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:13.207195: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.77459, saving model to lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 02:51:13.828950: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:13.829955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:13.830559: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:13.946586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:13.947302: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:13.947915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.054627: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.055582: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.056203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.073327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.078282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.183280: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.184011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.184674: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.201979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:14.301945: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.302944: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.303586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.318535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:14.326015: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.331467: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:14.337116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.342283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:14.347676: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.352173: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.361470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.366615: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.382298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:14.392574: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.397842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.492911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.493586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.494197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.597425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.598447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.599069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.628717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:14.633204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:14.637972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.642530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:14.738253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.738898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.739508: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.839463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.840476: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.841070: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:14.946785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:14.947452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:14.948043: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:15.046748: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:15.047658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:15.048271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 02:51:15.105746: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 10ms/step - loss: 0.8722 - accuracy: 0.7024 - val_loss: 0.7746 - val_accuracy: 0.7408 - lr: 0.0010
Epoch 2/30
540/549 [============================>.] - ETA: 0s - loss: 0.6579 - accuracy: 0.7801
Epoch 2: val_loss improved from 0.77459 to 0.74453, saving model to lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 02:51:18.479196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:18.480141: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:18.480915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:18.600386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:18.601096: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:18.601729: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:18.712209: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:18.713140: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:18.713776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:18.733015: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:18.738287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:18.847184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:18.847881: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:18.848525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:18.866219: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:18.966308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:18.967220: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:18.967839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:18.983091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:18.991312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:18.997198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:19.003264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.008485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:19.260593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.267045: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.277403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.283078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.299945: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:19.311109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.317116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.419273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:19.419951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:19.420577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:19.531201: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:19.532191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:19.532812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:19.557211: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:19.562068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:19.567248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.572033: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:19.673180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:19.673851: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:19.674497: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:19.781874: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:19.782850: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:19.783485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:19.896115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:19.896801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:19.897442: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:20.005458: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:20.006402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:20.007043: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 02:51:20.067565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 5s 9ms/step - loss: 0.6567 - accuracy: 0.7805 - val_loss: 0.7445 - val_accuracy: 0.7549 - lr: 0.0010
Epoch 3/30
545/549 [============================>.] - ETA: 0s - loss: 0.5511 - accuracy: 0.8149
Epoch 3: val_loss improved from 0.74453 to 0.68775, saving model to lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 02:51:23.577989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:23.578946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:23.579551: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:23.695461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:23.696147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:23.696795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:23.800373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:23.801362: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:23.801986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:23.818510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:23.823998: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:23.926239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:23.926970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:23.927595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:23.944608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:24.043611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.044615: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.045263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:24.060236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:24.067810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.073545: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:24.079560: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.084830: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:24.090253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.094770: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.104071: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.109241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.125189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:24.135651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.141048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.240899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.241609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.242214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:24.350799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.351734: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.352383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:24.376019: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:24.380778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:24.385898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.390492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:24.488831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.489504: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.490131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:24.594719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.595651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.596267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:24.707706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.708426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.709048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:24.813051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:24.813988: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:24.814624: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 02:51:24.875190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 5s 9ms/step - loss: 0.5522 - accuracy: 0.8145 - val_loss: 0.6877 - val_accuracy: 0.7686 - lr: 0.0010
Epoch 4/30
544/549 [============================>.] - ETA: 0s - loss: 0.4857 - accuracy: 0.8343
Epoch 4: val_loss improved from 0.68775 to 0.66040, saving model to lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 02:51:28.423860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:28.424719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:28.425356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:28.543838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:28.544538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:28.545171: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:28.653159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:28.653979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:28.654576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:28.671430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.676570: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.784535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:28.785213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:28.785813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:28.802430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:28.900884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:28.901704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:28.902317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:28.917505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:28.925025: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.930609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:28.936668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.941913: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:28.947347: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.951957: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.962356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.967958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:28.984420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 02:51:28.995251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:29.000746: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:29.103973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:29.104839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:29.105451: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:29.509867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:29.510732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:29.511335: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:29.535774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:29.540886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 02:51:29.545919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:29.550563: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 02:51:29.664269: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:29.664949: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:29.665579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:29.769998: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:29.770911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:29.771538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:29.880806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:29.881489: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:29.882084: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 02:51:29.985963: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:51:29.986823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:51:29.987407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 02:51:30.046322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 5s 9ms/step - loss: 0.4861 - accuracy: 0.8343 - val_loss: 0.6604 - val_accuracy: 0.7773 - lr: 0.0010
Epoch 5/30
547/549 [============================>.] - ETA: 0s - loss: 0.4226 - accuracy: 0.8588
Epoch 5: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.4224 - accuracy: 0.8589 - val_loss: 0.6772 - val_accuracy: 0.7713 - lr: 0.0010
Epoch 6/30
549/549 [==============================] - ETA: 0s - loss: 0.3962 - accuracy: 0.8701
Epoch 6: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.3962 - accuracy: 0.8701 - val_loss: 0.6701 - val_accuracy: 0.7823 - lr: 0.0010
Epoch 7/30
548/549 [============================>.] - ETA: 0s - loss: 0.3521 - accuracy: 0.8844
Epoch 7: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.3521 - accuracy: 0.8844 - val_loss: 0.7102 - val_accuracy: 0.7654 - lr: 0.0010
Epoch 8/30
548/549 [============================>.] - ETA: 0s - loss: 0.3091 - accuracy: 0.8992
Epoch 8: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.3091 - accuracy: 0.8992 - val_loss: 0.6976 - val_accuracy: 0.7691 - lr: 0.0010
Epoch 9/30
540/549 [============================>.] - ETA: 0s - loss: 0.2814 - accuracy: 0.9053
Epoch 9: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.2816 - accuracy: 0.9050 - val_loss: 0.7072 - val_accuracy: 0.7723 - lr: 0.0010
Epoch 10/30
540/549 [============================>.] - ETA: 0s - loss: 0.1992 - accuracy: 0.9388
Epoch 10: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1990 - accuracy: 0.9385 - val_loss: 0.6872 - val_accuracy: 0.7864 - lr: 2.0000e-04
Epoch 11/30
544/549 [============================>.] - ETA: 0s - loss: 0.1762 - accuracy: 0.9455
Epoch 11: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 5ms/step - loss: 0.1755 - accuracy: 0.9458 - val_loss: 0.6948 - val_accuracy: 0.7869 - lr: 2.0000e-04
Epoch 12/30
544/549 [============================>.] - ETA: 0s - loss: 0.1621 - accuracy: 0.9513
Epoch 12: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1621 - accuracy: 0.9513 - val_loss: 0.7039 - val_accuracy: 0.7873 - lr: 2.0000e-04
Epoch 13/30
545/549 [============================>.] - ETA: 0s - loss: 0.1522 - accuracy: 0.9569
Epoch 13: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1519 - accuracy: 0.9569 - val_loss: 0.7105 - val_accuracy: 0.7859 - lr: 2.0000e-04
Epoch 14/30
541/549 [============================>.] - ETA: 0s - loss: 0.1411 - accuracy: 0.9591
Epoch 14: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1410 - accuracy: 0.9591 - val_loss: 0.7147 - val_accuracy: 0.7864 - lr: 2.0000e-04
Epoch 15/30
540/549 [============================>.] - ETA: 0s - loss: 0.1281 - accuracy: 0.9656
Epoch 15: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1282 - accuracy: 0.9656 - val_loss: 0.7191 - val_accuracy: 0.7846 - lr: 4.0000e-05
Epoch 16/30
542/549 [============================>.] - ETA: 0s - loss: 0.1229 - accuracy: 0.9656
Epoch 16: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1227 - accuracy: 0.9657 - val_loss: 0.7257 - val_accuracy: 0.7846 - lr: 4.0000e-05
Epoch 17/30
547/549 [============================>.] - ETA: 0s - loss: 0.1198 - accuracy: 0.9684
Epoch 17: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1199 - accuracy: 0.9683 - val_loss: 0.7191 - val_accuracy: 0.7827 - lr: 4.0000e-05
Epoch 18/30
539/549 [============================>.] - ETA: 0s - loss: 0.1185 - accuracy: 0.9664
Epoch 18: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1186 - accuracy: 0.9664 - val_loss: 0.7193 - val_accuracy: 0.7846 - lr: 4.0000e-05
Epoch 19/30
542/549 [============================>.] - ETA: 0s - loss: 0.1149 - accuracy: 0.9679
Epoch 19: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1148 - accuracy: 0.9682 - val_loss: 0.7246 - val_accuracy: 0.7850 - lr: 4.0000e-05
Epoch 20/30
544/549 [============================>.] - ETA: 0s - loss: 0.1117 - accuracy: 0.9705
Epoch 20: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1116 - accuracy: 0.9705 - val_loss: 0.7256 - val_accuracy: 0.7841 - lr: 8.0000e-06
Epoch 21/30
541/549 [============================>.] - ETA: 0s - loss: 0.1111 - accuracy: 0.9702
Epoch 21: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1115 - accuracy: 0.9699 - val_loss: 0.7302 - val_accuracy: 0.7827 - lr: 8.0000e-06
Epoch 22/30
546/549 [============================>.] - ETA: 0s - loss: 0.1093 - accuracy: 0.9718
Epoch 22: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1093 - accuracy: 0.9718 - val_loss: 0.7263 - val_accuracy: 0.7855 - lr: 8.0000e-06
Epoch 23/30
546/549 [============================>.] - ETA: 0s - loss: 0.1093 - accuracy: 0.9699
Epoch 23: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1091 - accuracy: 0.9700 - val_loss: 0.7261 - val_accuracy: 0.7832 - lr: 8.0000e-06
Epoch 24/30
542/549 [============================>.] - ETA: 0s - loss: 0.1089 - accuracy: 0.9711
Epoch 24: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1088 - accuracy: 0.9711 - val_loss: 0.7243 - val_accuracy: 0.7846 - lr: 8.0000e-06
Epoch 25/30
544/549 [============================>.] - ETA: 0s - loss: 0.1080 - accuracy: 0.9719
Epoch 25: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1087 - accuracy: 0.9717 - val_loss: 0.7246 - val_accuracy: 0.7850 - lr: 1.6000e-06
Epoch 26/30
542/549 [============================>.] - ETA: 0s - loss: 0.1063 - accuracy: 0.9744
Epoch 26: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1062 - accuracy: 0.9745 - val_loss: 0.7250 - val_accuracy: 0.7841 - lr: 1.6000e-06
Epoch 27/30
545/549 [============================>.] - ETA: 0s - loss: 0.1099 - accuracy: 0.9710
Epoch 27: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1096 - accuracy: 0.9711 - val_loss: 0.7254 - val_accuracy: 0.7846 - lr: 1.6000e-06
Epoch 28/30
545/549 [============================>.] - ETA: 0s - loss: 0.1071 - accuracy: 0.9719
Epoch 28: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1073 - accuracy: 0.9718 - val_loss: 0.7251 - val_accuracy: 0.7841 - lr: 1.6000e-06
Epoch 29/30
540/549 [============================>.] - ETA: 0s - loss: 0.1077 - accuracy: 0.9731
Epoch 29: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1074 - accuracy: 0.9733 - val_loss: 0.7254 - val_accuracy: 0.7837 - lr: 1.6000e-06
Epoch 30/30
546/549 [============================>.] - ETA: 0s - loss: 0.1116 - accuracy: 0.9710
Epoch 30: val_loss did not improve from 0.66040
549/549 [==============================] - 3s 6ms/step - loss: 0.1113 - accuracy: 0.9711 - val_loss: 0.7250 - val_accuracy: 0.7837 - lr: 1.0000e-06
No description has been provided for this image
In [44]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1280)
(678, 7)
 74/170 [============>.................] - ETA: 0s
2023-09-12 02:54:58.355537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 02:54:58.356462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 02:54:58.357099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
170/170 [==============================] - 0s 2ms/step
Out[44]:
(678, 7)
In [45]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[80  1  3  9  3  2  0]
 [ 1 74  4  8  1  4  0]
 [ 2  3 72  1 15  2  5]
 [ 5  9  6 59  7 10  2]
 [ 4  1  8  1 77  3  2]
 [ 1  4  2 16  7 63  3]
 [ 3  0  5  7 11  7 65]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.83      0.82      0.82        98
           1       0.80      0.80      0.80        92
           2       0.72      0.72      0.72       100
           3       0.58      0.60      0.59        98
           4       0.64      0.80      0.71        96
           5       0.69      0.66      0.67        96
           6       0.84      0.66      0.74        98

    accuracy                           0.72       678
   macro avg       0.73      0.72      0.72       678
weighted avg       0.73      0.72      0.72       678

Dens201 GAVG¶

In [23]:
#### Model setup:
Extractor = 'dens201_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
NUM_CLASSES = 7
In [24]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1920)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1920)
Shape of y_test:  (2191, 7)
In [25]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,049,991
Trainable params: 1,049,991
Non-trainable params: 0
_________________________________________________________________
2023-09-12 04:27:17.845607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:17.846502: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:17.847090: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[25]:
77
In [26]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-12 04:27:19.219945: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 04:27:21.568273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:21.569229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:21.569911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:21.899273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:21.900211: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:21.900843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
542/549 [============================>.] - ETA: 0s - loss: 0.8567 - accuracy: 0.7107
2023-09-12 04:27:26.119682: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:26.120626: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:26.121226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.74743, saving model to lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 04:27:26.821949: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:26.822628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:26.823332: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:26.930270: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:26.930902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:26.931503: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.029964: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.030776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.031362: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.048230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.052970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.151957: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.152608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.153193: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.169470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:27.265572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.266457: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.267051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.282149: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:27.289476: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.294857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:27.300562: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.305689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:27.310878: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.315281: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.324486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.329657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.345126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:27.355531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.360857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.457471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.458137: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.458722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.565909: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.566710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.567311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.597114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:27.601804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:27.606613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.611029: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:27.706444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.707122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.707747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.811118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.811811: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.812550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:27.915605: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:27.916241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:27.916823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:28.014012: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:28.014846: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:28.015448: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:27:28.075610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 7s 11ms/step - loss: 0.8562 - accuracy: 0.7106 - val_loss: 0.7474 - val_accuracy: 0.7549 - lr: 0.0010
Epoch 2/30
547/549 [============================>.] - ETA: 0s - loss: 0.5862 - accuracy: 0.8029
Epoch 2: val_loss improved from 0.74743 to 0.68359, saving model to lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 04:27:32.122212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:32.123283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:32.123956: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:32.238992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:32.239656: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:32.240254: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:32.546691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:32.547636: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:32.548290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:32.566185: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.571445: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.678351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:32.680984: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:32.681784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:32.704947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:32.804714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:32.805609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:32.806253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:32.821600: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:32.828956: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.834418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:32.840311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.845498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:32.850784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.855215: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.864369: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.869460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.885299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:32.895731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.900999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:32.998520: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:32.999198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:32.999810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:33.105976: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:33.106877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:33.107498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:33.130792: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:33.135624: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:33.140694: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:33.145234: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:33.241908: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:33.242548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:33.243130: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:33.346827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:33.347672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:33.348294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:33.455538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:33.456206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:33.456814: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:33.566051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:33.566846: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:33.567473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:27:33.632075: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 10ms/step - loss: 0.5870 - accuracy: 0.8024 - val_loss: 0.6836 - val_accuracy: 0.7736 - lr: 0.0010
Epoch 3/30
543/549 [============================>.] - ETA: 0s - loss: 0.5010 - accuracy: 0.8361
Epoch 3: val_loss improved from 0.68359 to 0.65900, saving model to lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 04:27:37.606924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:37.607919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:37.608580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:37.727716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:37.728418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:37.729057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:37.837016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:37.837872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:37.838494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:37.855569: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:37.860560: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:37.964289: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:37.964958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:37.965576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:37.982385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:38.082537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.083414: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.084041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:38.099316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:38.106835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.112421: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:38.118475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.123742: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:38.129239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.133770: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.143159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.148536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.164407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:38.174904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.180283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.281675: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.282357: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.282988: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:38.393391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.394196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.394827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:38.418953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:38.423762: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:38.428957: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.433586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:38.533829: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.534514: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.535150: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:38.642763: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.643660: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.644295: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:38.756934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.757619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.758235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:38.865048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:38.865954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:38.866581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:27:38.927183: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 6s 10ms/step - loss: 0.5005 - accuracy: 0.8360 - val_loss: 0.6590 - val_accuracy: 0.7837 - lr: 0.0010
Epoch 4/30
546/549 [============================>.] - ETA: 0s - loss: 0.4341 - accuracy: 0.8586
Epoch 4: val_loss improved from 0.65900 to 0.61440, saving model to lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 04:27:43.207376: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.208298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.208936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:43.324292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.324981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.325614: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:43.431613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.432490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.433112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:43.450085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.455002: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.558202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.558900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.559539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:43.576601: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:43.674474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.675356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.675983: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:43.691741: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:43.699160: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.704693: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:43.710537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.715732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:43.721158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.725658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.734966: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.740099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.756033: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:27:43.766472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.771826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:43.871485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.872181: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.872783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:43.979588: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:43.980536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:43.981158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:44.004729: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:44.009544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:27:44.014465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:44.019038: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:27:44.117260: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:44.117948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:44.118567: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:44.223059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:44.223885: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:44.224549: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:44.334448: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:44.335129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:44.335750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:27:44.439995: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:27:44.440835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:27:44.441430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:27:44.501032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_16_Adam_ReduceLROnPlateau/assets
549/549 [==============================] - 5s 10ms/step - loss: 0.4346 - accuracy: 0.8586 - val_loss: 0.6144 - val_accuracy: 0.7891 - lr: 0.0010
Epoch 5/30
545/549 [============================>.] - ETA: 0s - loss: 0.3824 - accuracy: 0.8714
Epoch 5: val_loss did not improve from 0.61440
549/549 [==============================] - 3s 6ms/step - loss: 0.3829 - accuracy: 0.8713 - val_loss: 0.6478 - val_accuracy: 0.7841 - lr: 0.0010
Epoch 6/30
545/549 [============================>.] - ETA: 0s - loss: 0.3401 - accuracy: 0.8920
Epoch 6: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.3407 - accuracy: 0.8918 - val_loss: 0.6712 - val_accuracy: 0.7695 - lr: 0.0010
Epoch 7/30
540/549 [============================>.] - ETA: 0s - loss: 0.3048 - accuracy: 0.9003
Epoch 7: val_loss did not improve from 0.61440
549/549 [==============================] - 3s 6ms/step - loss: 0.3038 - accuracy: 0.9008 - val_loss: 0.7105 - val_accuracy: 0.7627 - lr: 0.0010
Epoch 8/30
544/549 [============================>.] - ETA: 0s - loss: 0.2818 - accuracy: 0.9081
Epoch 8: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.2826 - accuracy: 0.9076 - val_loss: 0.6476 - val_accuracy: 0.7764 - lr: 0.0010
Epoch 9/30
549/549 [==============================] - ETA: 0s - loss: 0.2595 - accuracy: 0.9101
Epoch 9: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.2595 - accuracy: 0.9101 - val_loss: 0.6423 - val_accuracy: 0.7901 - lr: 0.0010
Epoch 10/30
544/549 [============================>.] - ETA: 0s - loss: 0.1952 - accuracy: 0.9391
Epoch 10: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 6ms/step - loss: 0.1948 - accuracy: 0.9396 - val_loss: 0.6351 - val_accuracy: 0.7891 - lr: 2.0000e-04
Epoch 11/30
547/549 [============================>.] - ETA: 0s - loss: 0.1721 - accuracy: 0.9472
Epoch 11: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1723 - accuracy: 0.9471 - val_loss: 0.6317 - val_accuracy: 0.7987 - lr: 2.0000e-04
Epoch 12/30
548/549 [============================>.] - ETA: 0s - loss: 0.1546 - accuracy: 0.9534
Epoch 12: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 6ms/step - loss: 0.1546 - accuracy: 0.9534 - val_loss: 0.6437 - val_accuracy: 0.7942 - lr: 2.0000e-04
Epoch 13/30
547/549 [============================>.] - ETA: 0s - loss: 0.1504 - accuracy: 0.9541
Epoch 13: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1506 - accuracy: 0.9538 - val_loss: 0.6547 - val_accuracy: 0.7905 - lr: 2.0000e-04
Epoch 14/30
548/549 [============================>.] - ETA: 0s - loss: 0.1365 - accuracy: 0.9601
Epoch 14: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1365 - accuracy: 0.9601 - val_loss: 0.6312 - val_accuracy: 0.8069 - lr: 2.0000e-04
Epoch 15/30
545/549 [============================>.] - ETA: 0s - loss: 0.1236 - accuracy: 0.9642
Epoch 15: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1234 - accuracy: 0.9642 - val_loss: 0.6386 - val_accuracy: 0.8037 - lr: 4.0000e-05
Epoch 16/30
542/549 [============================>.] - ETA: 0s - loss: 0.1194 - accuracy: 0.9663
Epoch 16: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1195 - accuracy: 0.9661 - val_loss: 0.6345 - val_accuracy: 0.8065 - lr: 4.0000e-05
Epoch 17/30
544/549 [============================>.] - ETA: 0s - loss: 0.1173 - accuracy: 0.9650
Epoch 17: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1174 - accuracy: 0.9650 - val_loss: 0.6439 - val_accuracy: 0.8028 - lr: 4.0000e-05
Epoch 18/30
543/549 [============================>.] - ETA: 0s - loss: 0.1153 - accuracy: 0.9667
Epoch 18: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1158 - accuracy: 0.9667 - val_loss: 0.6408 - val_accuracy: 0.8065 - lr: 4.0000e-05
Epoch 19/30
545/549 [============================>.] - ETA: 0s - loss: 0.1120 - accuracy: 0.9685
Epoch 19: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1120 - accuracy: 0.9683 - val_loss: 0.6368 - val_accuracy: 0.8115 - lr: 4.0000e-05
Epoch 20/30
548/549 [============================>.] - ETA: 0s - loss: 0.1097 - accuracy: 0.9703
Epoch 20: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1097 - accuracy: 0.9704 - val_loss: 0.6431 - val_accuracy: 0.8047 - lr: 8.0000e-06
Epoch 21/30
547/549 [============================>.] - ETA: 0s - loss: 0.1109 - accuracy: 0.9673
Epoch 21: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1108 - accuracy: 0.9674 - val_loss: 0.6432 - val_accuracy: 0.8056 - lr: 8.0000e-06
Epoch 22/30
546/549 [============================>.] - ETA: 0s - loss: 0.1093 - accuracy: 0.9673
Epoch 22: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1094 - accuracy: 0.9672 - val_loss: 0.6412 - val_accuracy: 0.8083 - lr: 8.0000e-06
Epoch 23/30
541/549 [============================>.] - ETA: 0s - loss: 0.1104 - accuracy: 0.9689
Epoch 23: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1110 - accuracy: 0.9685 - val_loss: 0.6412 - val_accuracy: 0.8069 - lr: 8.0000e-06
Epoch 24/30
549/549 [==============================] - ETA: 0s - loss: 0.1063 - accuracy: 0.9707
Epoch 24: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1063 - accuracy: 0.9707 - val_loss: 0.6435 - val_accuracy: 0.8051 - lr: 8.0000e-06
Epoch 25/30
544/549 [============================>.] - ETA: 0s - loss: 0.1060 - accuracy: 0.9717
Epoch 25: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1067 - accuracy: 0.9711 - val_loss: 0.6429 - val_accuracy: 0.8060 - lr: 1.6000e-06
Epoch 26/30
548/549 [============================>.] - ETA: 0s - loss: 0.1102 - accuracy: 0.9681
Epoch 26: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1102 - accuracy: 0.9681 - val_loss: 0.6422 - val_accuracy: 0.8079 - lr: 1.6000e-06
Epoch 27/30
547/549 [============================>.] - ETA: 0s - loss: 0.1087 - accuracy: 0.9703
Epoch 27: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1086 - accuracy: 0.9704 - val_loss: 0.6428 - val_accuracy: 0.8065 - lr: 1.6000e-06
Epoch 28/30
543/549 [============================>.] - ETA: 0s - loss: 0.1066 - accuracy: 0.9685
Epoch 28: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1067 - accuracy: 0.9684 - val_loss: 0.6427 - val_accuracy: 0.8069 - lr: 1.6000e-06
Epoch 29/30
547/549 [============================>.] - ETA: 0s - loss: 0.1064 - accuracy: 0.9697
Epoch 29: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 6ms/step - loss: 0.1063 - accuracy: 0.9698 - val_loss: 0.6418 - val_accuracy: 0.8083 - lr: 1.6000e-06
Epoch 30/30
548/549 [============================>.] - ETA: 0s - loss: 0.1090 - accuracy: 0.9689
Epoch 30: val_loss did not improve from 0.61440
549/549 [==============================] - 4s 7ms/step - loss: 0.1090 - accuracy: 0.9689 - val_loss: 0.6416 - val_accuracy: 0.8088 - lr: 1.0000e-06
No description has been provided for this image
In [27]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1920)
(678, 7)
 64/170 [==========>...................] - ETA: 0s
2023-09-12 04:29:51.382484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:29:51.383486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:29:51.384116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
170/170 [==============================] - 0s 2ms/step
Out[27]:
(678, 7)
In [28]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[65  1  6 14  6  3  3]
 [ 0 81  3  6  0  2  0]
 [ 1  2 80  8  6  3  0]
 [ 3  5  4 73  3  8  2]
 [ 3  1  9  3 72  4  4]
 [ 0  1  2 20  6 63  4]
 [ 0  0  6  8  5  3 76]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.90      0.66      0.76        98
           1       0.89      0.88      0.89        92
           2       0.73      0.80      0.76       100
           3       0.55      0.74      0.63        98
           4       0.73      0.75      0.74        96
           5       0.73      0.66      0.69        96
           6       0.85      0.78      0.81        98

    accuracy                           0.75       678
   macro avg       0.77      0.75      0.76       678
weighted avg       0.77      0.75      0.76       678

MobV2 GAVG 8 Class¶

In [20]:
#### Model setup:
Extractor = 'mobV2_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
NUM_CLASSES = 8
In [22]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1280)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1280)
Shape of y_test:  (2480, 8)
In [23]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 722,440
Trainable params: 722,440
Non-trainable params: 0
_________________________________________________________________
2023-09-12 05:55:19.154948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:19.155834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:19.156450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[23]:
77
In [24]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-09-12 05:55:22.059296: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
2023-09-12 05:55:23.174808: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 05:55:24.011787: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:24.012726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:24.013391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:24.358568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:24.359593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:24.360253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
614/621 [============================>.] - ETA: 0s - loss: 0.9613 - accuracy: 0.6857
2023-09-12 05:55:28.662685: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:28.663656: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:28.664271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.89010, saving model to lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 05:55:29.296439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:29.297365: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:29.297970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:29.412368: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:29.413055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:29.413659: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:29.513478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:29.514317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:29.514924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:29.530843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.535572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.632204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:29.632842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:29.633445: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:29.649059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:29.741380: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:29.742187: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:29.742753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:29.757202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:29.764252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.769587: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:29.775169: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.780210: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:29.785227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.789452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.798142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.803075: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.818012: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:29.827810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.832936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:29.927359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:29.927986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:29.928580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:30.030565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:30.031438: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:30.032034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:30.060351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:55:30.064793: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:55:30.069512: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:30.073904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:30.165803: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:30.166474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:30.167075: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:30.266426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:30.267263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:30.267861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:30.374349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:30.375004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:30.375612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:30.477984: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:30.478807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:30.479421: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:55:30.538503: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 7s 9ms/step - loss: 0.9595 - accuracy: 0.6861 - val_loss: 0.8901 - val_accuracy: 0.7109 - lr: 0.0010
Epoch 2/30
612/621 [============================>.] - ETA: 0s - loss: 0.6638 - accuracy: 0.7822
Epoch 2: val_loss improved from 0.89010 to 0.78298, saving model to lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 05:55:34.528284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:34.529222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:34.529856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:34.642697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:34.643370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:34.643987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:34.748175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:34.749079: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:34.749688: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:34.766611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:34.771493: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.072397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.073372: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.073961: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.091153: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:35.186381: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.187091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.187701: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.202739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:35.210800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.216365: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:35.222171: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.227441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:35.232823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.237320: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.246583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.251702: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.268252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:35.280719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.287007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.391049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.391736: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.392353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.497957: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.498879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.499719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.524044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:55:35.528747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:55:35.533831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.538394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:35.634956: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.635628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.636241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.741473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.742378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.742976: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.853837: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.854533: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.855164: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:35.960724: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:35.961628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:35.962250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:55:36.021386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 5s 9ms/step - loss: 0.6646 - accuracy: 0.7816 - val_loss: 0.7830 - val_accuracy: 0.7415 - lr: 0.0010
Epoch 3/30
612/621 [============================>.] - ETA: 0s - loss: 0.5762 - accuracy: 0.8081
Epoch 3: val_loss improved from 0.78298 to 0.70955, saving model to lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-12 05:55:39.754808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:39.755566: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:39.756320: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:39.872324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:39.872981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:39.873574: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:39.978236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:39.979130: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:39.979758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:39.997224: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.002969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.105804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.106465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.107062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.123786: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:40.221997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.222885: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.223499: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.238628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:40.246089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.251618: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:40.257447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.262603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:40.267978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.272434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.281672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.286832: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.302691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:55:40.313227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.318505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.420298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.420983: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.421608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.529944: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.530814: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.531427: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.555529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:55:40.560397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:55:40.565533: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.570190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:55:40.669878: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.670541: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.671127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.776637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.777528: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.778145: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.890520: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:40.891229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:40.891849: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:55:40.999361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:55:41.000201: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:55:41.000825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:55:41.061161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 5s 8ms/step - loss: 0.5758 - accuracy: 0.8085 - val_loss: 0.7095 - val_accuracy: 0.7637 - lr: 0.0010
Epoch 4/30
617/621 [============================>.] - ETA: 0s - loss: 0.4827 - accuracy: 0.8403
Epoch 4: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 5ms/step - loss: 0.4827 - accuracy: 0.8400 - val_loss: 0.7183 - val_accuracy: 0.7657 - lr: 0.0010
Epoch 5/30
612/621 [============================>.] - ETA: 0s - loss: 0.4251 - accuracy: 0.8601
Epoch 5: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.4249 - accuracy: 0.8601 - val_loss: 0.7241 - val_accuracy: 0.7593 - lr: 0.0010
Epoch 6/30
618/621 [============================>.] - ETA: 0s - loss: 0.3856 - accuracy: 0.8740
Epoch 6: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.3854 - accuracy: 0.8742 - val_loss: 0.7527 - val_accuracy: 0.7512 - lr: 0.0010
Epoch 7/30
616/621 [============================>.] - ETA: 0s - loss: 0.3432 - accuracy: 0.8873
Epoch 7: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.3428 - accuracy: 0.8873 - val_loss: 0.7479 - val_accuracy: 0.7617 - lr: 0.0010
Epoch 8/30
611/621 [============================>.] - ETA: 0s - loss: 0.2960 - accuracy: 0.9070
Epoch 8: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.2966 - accuracy: 0.9067 - val_loss: 0.7930 - val_accuracy: 0.7456 - lr: 0.0010
Epoch 9/30
620/621 [============================>.] - ETA: 0s - loss: 0.2143 - accuracy: 0.9355
Epoch 9: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.2142 - accuracy: 0.9355 - val_loss: 0.7753 - val_accuracy: 0.7601 - lr: 2.0000e-04
Epoch 10/30
621/621 [==============================] - ETA: 0s - loss: 0.1824 - accuracy: 0.9485
Epoch 10: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1824 - accuracy: 0.9485 - val_loss: 0.7726 - val_accuracy: 0.7637 - lr: 2.0000e-04
Epoch 11/30
618/621 [============================>.] - ETA: 0s - loss: 0.1760 - accuracy: 0.9489
Epoch 11: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.1756 - accuracy: 0.9491 - val_loss: 0.7866 - val_accuracy: 0.7609 - lr: 2.0000e-04
Epoch 12/30
614/621 [============================>.] - ETA: 0s - loss: 0.1629 - accuracy: 0.9519
Epoch 12: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.1624 - accuracy: 0.9519 - val_loss: 0.7926 - val_accuracy: 0.7657 - lr: 2.0000e-04
Epoch 13/30
621/621 [==============================] - ETA: 0s - loss: 0.1537 - accuracy: 0.9560
Epoch 13: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.1537 - accuracy: 0.9560 - val_loss: 0.8130 - val_accuracy: 0.7581 - lr: 2.0000e-04
Epoch 14/30
613/621 [============================>.] - ETA: 0s - loss: 0.1316 - accuracy: 0.9648
Epoch 14: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 5ms/step - loss: 0.1310 - accuracy: 0.9652 - val_loss: 0.7975 - val_accuracy: 0.7657 - lr: 4.0000e-05
Epoch 15/30
612/621 [============================>.] - ETA: 0s - loss: 0.1285 - accuracy: 0.9667
Epoch 15: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1288 - accuracy: 0.9669 - val_loss: 0.7981 - val_accuracy: 0.7669 - lr: 4.0000e-05
Epoch 16/30
619/621 [============================>.] - ETA: 0s - loss: 0.1244 - accuracy: 0.9669
Epoch 16: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1242 - accuracy: 0.9670 - val_loss: 0.7971 - val_accuracy: 0.7677 - lr: 4.0000e-05
Epoch 17/30
620/621 [============================>.] - ETA: 0s - loss: 0.1228 - accuracy: 0.9679
Epoch 17: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.1227 - accuracy: 0.9680 - val_loss: 0.8077 - val_accuracy: 0.7665 - lr: 4.0000e-05
Epoch 18/30
613/621 [============================>.] - ETA: 0s - loss: 0.1166 - accuracy: 0.9708
Epoch 18: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1165 - accuracy: 0.9709 - val_loss: 0.8024 - val_accuracy: 0.7702 - lr: 4.0000e-05
Epoch 19/30
617/621 [============================>.] - ETA: 0s - loss: 0.1214 - accuracy: 0.9672
Epoch 19: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1214 - accuracy: 0.9672 - val_loss: 0.8009 - val_accuracy: 0.7694 - lr: 8.0000e-06
Epoch 20/30
613/621 [============================>.] - ETA: 0s - loss: 0.1180 - accuracy: 0.9699
Epoch 20: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.1175 - accuracy: 0.9700 - val_loss: 0.8054 - val_accuracy: 0.7694 - lr: 8.0000e-06
Epoch 21/30
611/621 [============================>.] - ETA: 0s - loss: 0.1189 - accuracy: 0.9692
Epoch 21: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1190 - accuracy: 0.9691 - val_loss: 0.8023 - val_accuracy: 0.7694 - lr: 8.0000e-06
Epoch 22/30
613/621 [============================>.] - ETA: 0s - loss: 0.1157 - accuracy: 0.9713
Epoch 22: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1156 - accuracy: 0.9715 - val_loss: 0.8022 - val_accuracy: 0.7690 - lr: 8.0000e-06
Epoch 23/30
618/621 [============================>.] - ETA: 0s - loss: 0.1130 - accuracy: 0.9722
Epoch 23: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1132 - accuracy: 0.9721 - val_loss: 0.8027 - val_accuracy: 0.7677 - lr: 8.0000e-06
Epoch 24/30
618/621 [============================>.] - ETA: 0s - loss: 0.1153 - accuracy: 0.9715
Epoch 24: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1152 - accuracy: 0.9716 - val_loss: 0.8030 - val_accuracy: 0.7673 - lr: 1.6000e-06
Epoch 25/30
614/621 [============================>.] - ETA: 0s - loss: 0.1111 - accuracy: 0.9732
Epoch 25: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1114 - accuracy: 0.9731 - val_loss: 0.8030 - val_accuracy: 0.7677 - lr: 1.6000e-06
Epoch 26/30
616/621 [============================>.] - ETA: 0s - loss: 0.1119 - accuracy: 0.9737
Epoch 26: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1126 - accuracy: 0.9733 - val_loss: 0.8036 - val_accuracy: 0.7673 - lr: 1.6000e-06
Epoch 27/30
611/621 [============================>.] - ETA: 0s - loss: 0.1145 - accuracy: 0.9724
Epoch 27: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1142 - accuracy: 0.9727 - val_loss: 0.8038 - val_accuracy: 0.7673 - lr: 1.6000e-06
Epoch 28/30
620/621 [============================>.] - ETA: 0s - loss: 0.1136 - accuracy: 0.9719
Epoch 28: val_loss did not improve from 0.70955
621/621 [==============================] - 3s 6ms/step - loss: 0.1136 - accuracy: 0.9718 - val_loss: 0.8044 - val_accuracy: 0.7681 - lr: 1.6000e-06
Epoch 29/30
619/621 [============================>.] - ETA: 0s - loss: 0.1107 - accuracy: 0.9730
Epoch 29: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1108 - accuracy: 0.9731 - val_loss: 0.8041 - val_accuracy: 0.7677 - lr: 1.0000e-06
Epoch 30/30
620/621 [============================>.] - ETA: 0s - loss: 0.1157 - accuracy: 0.9706
Epoch 30: val_loss did not improve from 0.70955
621/621 [==============================] - 4s 6ms/step - loss: 0.1157 - accuracy: 0.9706 - val_loss: 0.8043 - val_accuracy: 0.7669 - lr: 1.0000e-06
No description has been provided for this image
In [25]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1280)
(778, 8)
 56/195 [=======>......................] - ETA: 0s
2023-09-12 05:58:17.983749: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:58:17.984808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:58:17.985454: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
195/195 [==============================] - 1s 2ms/step
Out[25]:
(778, 8)
In [26]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[73  0  2  9  3  3  3  5]
 [ 1 77  3  4  3  3  0  1]
 [ 2  2 63  2 18  3  2  8]
 [ 5 10  2 56 10  5  1  9]
 [ 3  4  5  2 74  2  2  4]
 [ 0  3  3 12  4 66  6  2]
 [ 3  2  4  8  7  4 66  4]
 [ 1  5  4  7  4  5  1 73]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.83      0.74      0.78        98
           1       0.75      0.84      0.79        92
           2       0.73      0.63      0.68       100
           3       0.56      0.57      0.57        98
           4       0.60      0.77      0.68        96
           5       0.73      0.69      0.71        96
           6       0.81      0.67      0.74        98
           7       0.69      0.73      0.71       100

    accuracy                           0.70       778
   macro avg       0.71      0.71      0.71       778
weighted avg       0.71      0.70      0.71       778

Dens201 GAVG 8 Class¶

In [25]:
#### Model setup:
Extractor = 'dens201_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '16'
NUM_CLASSES = 8
In [26]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1920)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1920)
Shape of y_test:  (2480, 8)
In [27]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 1,050,120
Trainable params: 1,050,120
Non-trainable params: 0
_________________________________________________________________
2023-09-13 23:37:42.358078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:42.358778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:42.359476: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[27]:
77
In [28]:
history = model.fit(X_train, y_train, batch_size=16, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
Epoch 1/30
2023-09-13 23:37:48.990737: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:48.991800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:48.992456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:49.335704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:49.336662: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:49.337312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
615/621 [============================>.] - ETA: 0s - loss: 0.9364 - accuracy: 0.6864
2023-09-13 23:37:54.101692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:54.102434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:54.103205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.79470, saving model to lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-13 23:37:54.842393: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:54.843087: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:54.843801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:54.951027: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:54.951663: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:54.952264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.051106: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.051892: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.052487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.068344: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.073051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.169394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.170040: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.170629: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.186245: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:37:55.278773: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.279563: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.280176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.294536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:37:55.301516: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.306807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:37:55.312370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.317399: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:37:55.322441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.326720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.335458: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.340358: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.355284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:37:55.365067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.370106: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.463507: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.464145: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.464761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.567142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.568022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.568655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.597550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:37:55.602028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:37:55.606696: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.611135: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:37:55.703259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.703879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.704466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.803268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.804085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.804695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:55.908213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:55.908859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:55.909463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:37:56.007606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:37:56.008418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:37:56.009022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:37:56.066273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 7s 10ms/step - loss: 0.9343 - accuracy: 0.6876 - val_loss: 0.7947 - val_accuracy: 0.7391 - lr: 0.0010
Epoch 2/30
615/621 [============================>.] - ETA: 0s - loss: 0.6413 - accuracy: 0.7894
Epoch 2: val_loss improved from 0.79470 to 0.75407, saving model to lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-13 23:38:00.539264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:00.541216: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:00.541883: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:00.658934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:00.659611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:00.660229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:00.955609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:00.956557: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:00.957196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:00.974053: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:00.979146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.081553: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.082304: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.082926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.099594: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:01.197209: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.198177: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.198772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.213744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:01.221085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.226704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:01.232623: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.237878: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:01.243164: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.247598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.256732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.261765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.277288: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:01.287872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.293140: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.393053: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.393733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.394374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.504439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.505491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.506130: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.531361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:38:01.536370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:38:01.541297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.545806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:01.643785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.644493: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.645122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.748712: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.749566: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.750189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.858505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.859169: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.859774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:01.963730: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:01.964552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:01.965144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:38:02.024466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 6s 10ms/step - loss: 0.6410 - accuracy: 0.7895 - val_loss: 0.7541 - val_accuracy: 0.7391 - lr: 0.0010
Epoch 3/30
621/621 [==============================] - ETA: 0s - loss: 0.5408 - accuracy: 0.8237
Epoch 3: val_loss improved from 0.75407 to 0.70284, saving model to lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-13 23:38:06.363975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:06.364856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:06.365636: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:06.482864: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:06.483604: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:06.484265: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:06.594243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:06.595194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:06.595815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:06.613357: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.618606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.728872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:06.729556: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:06.730195: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:06.747256: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:06.845050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:06.846041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:06.846658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:06.861318: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:06.868684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.874188: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:06.880016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.885125: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:06.890425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.894816: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.903906: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.908926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.924320: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:06.934411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:06.939552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:07.036831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:07.037510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:07.038119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:07.143371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:07.144310: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:07.144896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:07.168053: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:38:07.172664: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:38:07.177534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:07.182019: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:07.277823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:07.278494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:07.279104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:07.381374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:07.382220: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:07.382834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:07.490910: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:07.491595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:07.492216: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:07.594805: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:07.595506: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:07.596239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:38:07.659218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 6s 9ms/step - loss: 0.5408 - accuracy: 0.8237 - val_loss: 0.7028 - val_accuracy: 0.7637 - lr: 0.0010
Epoch 4/30
618/621 [============================>.] - ETA: 0s - loss: 0.4761 - accuracy: 0.8501
Epoch 4: val_loss did not improve from 0.70284
621/621 [==============================] - 4s 6ms/step - loss: 0.4764 - accuracy: 0.8500 - val_loss: 0.7319 - val_accuracy: 0.7540 - lr: 0.0010
Epoch 5/30
621/621 [==============================] - ETA: 0s - loss: 0.4310 - accuracy: 0.8574
Epoch 5: val_loss did not improve from 0.70284
621/621 [==============================] - 4s 6ms/step - loss: 0.4310 - accuracy: 0.8574 - val_loss: 0.7754 - val_accuracy: 0.7415 - lr: 0.0010
Epoch 6/30
613/621 [============================>.] - ETA: 0s - loss: 0.3953 - accuracy: 0.8686
Epoch 6: val_loss did not improve from 0.70284
621/621 [==============================] - 4s 7ms/step - loss: 0.3964 - accuracy: 0.8680 - val_loss: 0.7267 - val_accuracy: 0.7484 - lr: 0.0010
Epoch 7/30
618/621 [============================>.] - ETA: 0s - loss: 0.3645 - accuracy: 0.8798
Epoch 7: val_loss did not improve from 0.70284
621/621 [==============================] - 4s 6ms/step - loss: 0.3641 - accuracy: 0.8798 - val_loss: 0.7850 - val_accuracy: 0.7375 - lr: 0.0010
Epoch 8/30
618/621 [============================>.] - ETA: 0s - loss: 0.3210 - accuracy: 0.8947
Epoch 8: val_loss did not improve from 0.70284
621/621 [==============================] - 4s 6ms/step - loss: 0.3223 - accuracy: 0.8943 - val_loss: 0.7911 - val_accuracy: 0.7427 - lr: 0.0010
Epoch 9/30
621/621 [==============================] - ETA: 0s - loss: 0.2411 - accuracy: 0.9248
Epoch 9: val_loss improved from 0.70284 to 0.69051, saving model to lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau
2023-09-13 23:38:32.255978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:32.256904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:32.257536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:32.371586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:32.372307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:32.372952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:32.478226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:32.479172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:32.479783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:32.496348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.501304: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.602855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:32.603546: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:32.604172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:32.620815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:32.718662: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:32.719692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:32.720331: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:32.735226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:32.743211: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.748738: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:32.754523: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.759655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:32.765018: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.769446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.778572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.783619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.799268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:38:32.809485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.814663: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:32.911503: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:32.912173: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:32.912748: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:33.017655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:33.018643: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:33.019265: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:33.042595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:38:33.047242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:38:33.052179: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:33.056711: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:38:33.153709: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:33.154378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:33.154992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:33.257186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:33.260396: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:33.261106: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:33.366579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:33.367233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:33.367834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:38:33.468767: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:38:33.469665: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:38:33.470291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:38:33.528192: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_16_Adam_ReduceLROnPlateau/assets
621/621 [==============================] - 6s 9ms/step - loss: 0.2411 - accuracy: 0.9248 - val_loss: 0.6905 - val_accuracy: 0.7681 - lr: 2.0000e-04
Epoch 10/30
617/621 [============================>.] - ETA: 0s - loss: 0.2248 - accuracy: 0.9292
Epoch 10: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.2253 - accuracy: 0.9290 - val_loss: 0.7007 - val_accuracy: 0.7641 - lr: 2.0000e-04
Epoch 11/30
619/621 [============================>.] - ETA: 0s - loss: 0.2165 - accuracy: 0.9324
Epoch 11: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.2162 - accuracy: 0.9324 - val_loss: 0.7246 - val_accuracy: 0.7573 - lr: 2.0000e-04
Epoch 12/30
616/621 [============================>.] - ETA: 0s - loss: 0.2016 - accuracy: 0.9372
Epoch 12: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.2017 - accuracy: 0.9368 - val_loss: 0.7173 - val_accuracy: 0.7633 - lr: 2.0000e-04
Epoch 13/30
614/621 [============================>.] - ETA: 0s - loss: 0.1912 - accuracy: 0.9411
Epoch 13: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1907 - accuracy: 0.9413 - val_loss: 0.7288 - val_accuracy: 0.7597 - lr: 2.0000e-04
Epoch 14/30
616/621 [============================>.] - ETA: 0s - loss: 0.1758 - accuracy: 0.9473
Epoch 14: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1752 - accuracy: 0.9476 - val_loss: 0.7294 - val_accuracy: 0.7617 - lr: 2.0000e-04
Epoch 15/30
619/621 [============================>.] - ETA: 0s - loss: 0.1605 - accuracy: 0.9496
Epoch 15: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 6ms/step - loss: 0.1603 - accuracy: 0.9497 - val_loss: 0.7083 - val_accuracy: 0.7685 - lr: 4.0000e-05
Epoch 16/30
613/621 [============================>.] - ETA: 0s - loss: 0.1560 - accuracy: 0.9536
Epoch 16: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1558 - accuracy: 0.9538 - val_loss: 0.7274 - val_accuracy: 0.7613 - lr: 4.0000e-05
Epoch 17/30
613/621 [============================>.] - ETA: 0s - loss: 0.1527 - accuracy: 0.9537
Epoch 17: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1524 - accuracy: 0.9540 - val_loss: 0.7179 - val_accuracy: 0.7690 - lr: 4.0000e-05
Epoch 18/30
613/621 [============================>.] - ETA: 0s - loss: 0.1505 - accuracy: 0.9570
Epoch 18: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1498 - accuracy: 0.9572 - val_loss: 0.7202 - val_accuracy: 0.7685 - lr: 4.0000e-05
Epoch 19/30
615/621 [============================>.] - ETA: 0s - loss: 0.1497 - accuracy: 0.9548
Epoch 19: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1499 - accuracy: 0.9548 - val_loss: 0.7218 - val_accuracy: 0.7665 - lr: 4.0000e-05
Epoch 20/30
621/621 [==============================] - ETA: 0s - loss: 0.1438 - accuracy: 0.9561
Epoch 20: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1438 - accuracy: 0.9561 - val_loss: 0.7235 - val_accuracy: 0.7657 - lr: 8.0000e-06
Epoch 21/30
612/621 [============================>.] - ETA: 0s - loss: 0.1447 - accuracy: 0.9590
Epoch 21: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1445 - accuracy: 0.9592 - val_loss: 0.7245 - val_accuracy: 0.7649 - lr: 8.0000e-06
Epoch 22/30
621/621 [==============================] - ETA: 0s - loss: 0.1429 - accuracy: 0.9569
Epoch 22: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1429 - accuracy: 0.9569 - val_loss: 0.7246 - val_accuracy: 0.7649 - lr: 8.0000e-06
Epoch 23/30
616/621 [============================>.] - ETA: 0s - loss: 0.1411 - accuracy: 0.9578
Epoch 23: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1413 - accuracy: 0.9577 - val_loss: 0.7202 - val_accuracy: 0.7706 - lr: 8.0000e-06
Epoch 24/30
617/621 [============================>.] - ETA: 0s - loss: 0.1423 - accuracy: 0.9601
Epoch 24: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1421 - accuracy: 0.9601 - val_loss: 0.7225 - val_accuracy: 0.7685 - lr: 8.0000e-06
Epoch 25/30
616/621 [============================>.] - ETA: 0s - loss: 0.1400 - accuracy: 0.9601
Epoch 25: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1406 - accuracy: 0.9598 - val_loss: 0.7227 - val_accuracy: 0.7677 - lr: 1.6000e-06
Epoch 26/30
618/621 [============================>.] - ETA: 0s - loss: 0.1427 - accuracy: 0.9572
Epoch 26: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 6ms/step - loss: 0.1426 - accuracy: 0.9573 - val_loss: 0.7228 - val_accuracy: 0.7677 - lr: 1.6000e-06
Epoch 27/30
619/621 [============================>.] - ETA: 0s - loss: 0.1430 - accuracy: 0.9587
Epoch 27: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1428 - accuracy: 0.9588 - val_loss: 0.7225 - val_accuracy: 0.7677 - lr: 1.6000e-06
Epoch 28/30
621/621 [==============================] - ETA: 0s - loss: 0.1372 - accuracy: 0.9621
Epoch 28: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1372 - accuracy: 0.9621 - val_loss: 0.7224 - val_accuracy: 0.7669 - lr: 1.6000e-06
Epoch 29/30
615/621 [============================>.] - ETA: 0s - loss: 0.1375 - accuracy: 0.9616
Epoch 29: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1375 - accuracy: 0.9616 - val_loss: 0.7229 - val_accuracy: 0.7677 - lr: 1.6000e-06
Epoch 30/30
617/621 [============================>.] - ETA: 0s - loss: 0.1402 - accuracy: 0.9586
Epoch 30: val_loss did not improve from 0.69051
621/621 [==============================] - 4s 7ms/step - loss: 0.1399 - accuracy: 0.9588 - val_loss: 0.7224 - val_accuracy: 0.7665 - lr: 1.0000e-06
No description has been provided for this image
In [29]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1920)
(778, 8)
 68/195 [=========>....................] - ETA: 0s
2023-09-13 23:40:34.068025: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:40:34.068743: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:40:34.069507: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
195/195 [==============================] - 0s 2ms/step
Out[29]:
(778, 8)
In [30]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[65  2  0 21  4  3  2  1]
 [ 0 82  2  5  1  1  0  1]
 [ 1  2 70  5  7  3  5  7]
 [ 3  4  0 68  4 11  2  6]
 [ 1  0  1  6 73  3  4  8]
 [ 0  4  0 13  4 68  3  4]
 [ 0  0  4  8  5  4 74  3]
 [ 4  3  1  8  6  1  1 76]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.88      0.66      0.76        98
           1       0.85      0.89      0.87        92
           2       0.90      0.70      0.79       100
           3       0.51      0.69      0.59        98
           4       0.70      0.76      0.73        96
           5       0.72      0.71      0.72        96
           6       0.81      0.76      0.78        98
           7       0.72      0.76      0.74       100

    accuracy                           0.74       778
   macro avg       0.76      0.74      0.75       778
weighted avg       0.76      0.74      0.74       778

In [ ]:
 
In [ ]:
 
In [ ]:
 
  
  

Setup 3: Adam with weight decay¶

Resnet50 GAVG¶

In [18]:
#### Model setup:
Extractor = 'resnet_gavg'
Layer = '128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [12]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('resnet_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
Out[12]:
0
In [16]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.001)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1114624   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,115,527
Trainable params: 1,115,527
Non-trainable params: 0
_________________________________________________________________
Out[16]:
3966
In [17]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-04-18 15:32:56.034065: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
2023-04-18 15:32:58.236971: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
Epoch 1/30
2023-04-18 15:33:24.922508: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:428] Loaded cuDNN version 8401
2193/2193 [==============================] - ETA: 0s - loss: 1.8237 - accuracy: 0.2518
2023-04-18 15:33:40.473614: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 717946880 exceeds 10% of free system memory.
2023-04-18 15:33:40.970999: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 717946880 exceeds 10% of free system memory.
Epoch 1: val_loss improved from inf to 1.71704, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 45s 6ms/step - loss: 1.8237 - accuracy: 0.2518 - val_loss: 1.7170 - val_accuracy: 0.3437 - lr: 0.0010
Epoch 2/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.6916 - accuracy: 0.3275
Epoch 2: val_loss improved from 1.71704 to 1.65209, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6916 - accuracy: 0.3275 - val_loss: 1.6521 - val_accuracy: 0.3692 - lr: 0.0010
Epoch 3/30
2193/2193 [==============================] - ETA: 0s - loss: 1.6364 - accuracy: 0.3656
Epoch 3: val_loss improved from 1.65209 to 1.61351, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6364 - accuracy: 0.3656 - val_loss: 1.6135 - val_accuracy: 0.3802 - lr: 0.0010
Epoch 4/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.6002 - accuracy: 0.3752
Epoch 4: val_loss improved from 1.61351 to 1.60007, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6008 - accuracy: 0.3751 - val_loss: 1.6001 - val_accuracy: 0.3861 - lr: 0.0010
Epoch 5/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.5602 - accuracy: 0.4014
Epoch 5: val_loss improved from 1.60007 to 1.57471, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.5605 - accuracy: 0.4012 - val_loss: 1.5747 - val_accuracy: 0.4007 - lr: 0.0010
Epoch 6/30
2183/2193 [============================>.] - ETA: 0s - loss: 1.5331 - accuracy: 0.4145
Epoch 6: val_loss improved from 1.57471 to 1.54804, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.5332 - accuracy: 0.4146 - val_loss: 1.5480 - val_accuracy: 0.4131 - lr: 0.0010
Epoch 7/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.5084 - accuracy: 0.4222
Epoch 7: val_loss improved from 1.54804 to 1.53949, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.5082 - accuracy: 0.4218 - val_loss: 1.5395 - val_accuracy: 0.4249 - lr: 0.0010
Epoch 8/30
2182/2193 [============================>.] - ETA: 0s - loss: 1.4897 - accuracy: 0.4317
Epoch 8: val_loss did not improve from 1.53949
2193/2193 [==============================] - 10s 4ms/step - loss: 1.4891 - accuracy: 0.4321 - val_loss: 1.5500 - val_accuracy: 0.4121 - lr: 0.0010
Epoch 9/30
2188/2193 [============================>.] - ETA: 0s - loss: 1.4752 - accuracy: 0.4431
Epoch 9: val_loss did not improve from 1.53949
2193/2193 [==============================] - 9s 4ms/step - loss: 1.4746 - accuracy: 0.4433 - val_loss: 1.5413 - val_accuracy: 0.4131 - lr: 0.0010
Epoch 10/30
2192/2193 [============================>.] - ETA: 0s - loss: 1.4561 - accuracy: 0.4511
Epoch 10: val_loss improved from 1.53949 to 1.53275, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.4562 - accuracy: 0.4510 - val_loss: 1.5328 - val_accuracy: 0.4263 - lr: 0.0010
Epoch 11/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.4449 - accuracy: 0.4548
Epoch 11: val_loss improved from 1.53275 to 1.51528, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.4449 - accuracy: 0.4548 - val_loss: 1.5153 - val_accuracy: 0.4286 - lr: 0.0010
Epoch 12/30
2193/2193 [==============================] - ETA: 0s - loss: 1.4368 - accuracy: 0.4597
Epoch 12: val_loss did not improve from 1.51528
2193/2193 [==============================] - 10s 4ms/step - loss: 1.4368 - accuracy: 0.4597 - val_loss: 1.5216 - val_accuracy: 0.4372 - lr: 0.0010
Epoch 13/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.4259 - accuracy: 0.4624
Epoch 13: val_loss improved from 1.51528 to 1.49545, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.4262 - accuracy: 0.4624 - val_loss: 1.4955 - val_accuracy: 0.4450 - lr: 0.0010
Epoch 14/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.4132 - accuracy: 0.4710
Epoch 14: val_loss did not improve from 1.49545
2193/2193 [==============================] - 9s 4ms/step - loss: 1.4130 - accuracy: 0.4711 - val_loss: 1.5234 - val_accuracy: 0.4318 - lr: 0.0010
Epoch 15/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.4067 - accuracy: 0.4703
Epoch 15: val_loss did not improve from 1.49545
2193/2193 [==============================] - 9s 4ms/step - loss: 1.4066 - accuracy: 0.4704 - val_loss: 1.5393 - val_accuracy: 0.4240 - lr: 0.0010
Epoch 16/30
2192/2193 [============================>.] - ETA: 0s - loss: 1.3906 - accuracy: 0.4810
Epoch 16: val_loss improved from 1.49545 to 1.48409, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.3905 - accuracy: 0.4810 - val_loss: 1.4841 - val_accuracy: 0.4523 - lr: 0.0010
Epoch 17/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.3877 - accuracy: 0.4795
Epoch 17: val_loss did not improve from 1.48409
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3869 - accuracy: 0.4800 - val_loss: 1.4954 - val_accuracy: 0.4482 - lr: 0.0010
Epoch 18/30
2179/2193 [============================>.] - ETA: 0s - loss: 1.3722 - accuracy: 0.4845
Epoch 18: val_loss did not improve from 1.48409
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3721 - accuracy: 0.4844 - val_loss: 1.5309 - val_accuracy: 0.4400 - lr: 0.0010
Epoch 19/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.3647 - accuracy: 0.4876
Epoch 19: val_loss did not improve from 1.48409
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3641 - accuracy: 0.4879 - val_loss: 1.5073 - val_accuracy: 0.4340 - lr: 0.0010
Epoch 20/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.3592 - accuracy: 0.4981
Epoch 20: val_loss did not improve from 1.48409
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3591 - accuracy: 0.4982 - val_loss: 1.5358 - val_accuracy: 0.4336 - lr: 0.0010
Epoch 21/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.3538 - accuracy: 0.4950
Epoch 21: val_loss did not improve from 1.48409
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3533 - accuracy: 0.4954 - val_loss: 1.5203 - val_accuracy: 0.4418 - lr: 0.0010
Epoch 22/30
2184/2193 [============================>.] - ETA: 0s - loss: 1.3360 - accuracy: 0.5055
Epoch 22: val_loss improved from 1.48409 to 1.47901, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.3365 - accuracy: 0.5054 - val_loss: 1.4790 - val_accuracy: 0.4610 - lr: 2.0000e-04
Epoch 23/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.3328 - accuracy: 0.5033
Epoch 23: val_loss did not improve from 1.47901
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3332 - accuracy: 0.5034 - val_loss: 1.4959 - val_accuracy: 0.4546 - lr: 2.0000e-04
Epoch 24/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.3253 - accuracy: 0.5102
Epoch 24: val_loss did not improve from 1.47901
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3255 - accuracy: 0.5101 - val_loss: 1.4806 - val_accuracy: 0.4619 - lr: 2.0000e-04
Epoch 25/30
2184/2193 [============================>.] - ETA: 0s - loss: 1.3253 - accuracy: 0.5077
Epoch 25: val_loss did not improve from 1.47901
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3245 - accuracy: 0.5084 - val_loss: 1.4881 - val_accuracy: 0.4578 - lr: 2.0000e-04
Epoch 26/30
2182/2193 [============================>.] - ETA: 0s - loss: 1.3252 - accuracy: 0.5062
Epoch 26: val_loss did not improve from 1.47901
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3258 - accuracy: 0.5059 - val_loss: 1.4824 - val_accuracy: 0.4642 - lr: 2.0000e-04
Epoch 27/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.3263 - accuracy: 0.5081
Epoch 27: val_loss did not improve from 1.47901
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3249 - accuracy: 0.5087 - val_loss: 1.4850 - val_accuracy: 0.4592 - lr: 2.0000e-04
Epoch 28/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.3247 - accuracy: 0.5076
Epoch 28: val_loss improved from 1.47901 to 1.47826, saving model to lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_128_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 1.3249 - accuracy: 0.5075 - val_loss: 1.4783 - val_accuracy: 0.4623 - lr: 4.0000e-05
Epoch 29/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.3176 - accuracy: 0.5102
Epoch 29: val_loss did not improve from 1.47826
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3186 - accuracy: 0.5093 - val_loss: 1.4803 - val_accuracy: 0.4610 - lr: 4.0000e-05
Epoch 30/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.3262 - accuracy: 0.5075
Epoch 30: val_loss did not improve from 1.47826
2193/2193 [==============================] - 9s 4ms/step - loss: 1.3258 - accuracy: 0.5077 - val_loss: 1.4822 - val_accuracy: 0.4587 - lr: 4.0000e-05
No description has been provided for this image
Out[17]:
6818
In [20]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('resnet_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
2023-04-18 15:39:31.815893: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 222167040 exceeds 10% of free system memory.
170/170 [==============================] - 1s 2ms/step
Out[20]:
(678, 7)
In [21]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[26  1  5 20 28 15  3]
 [ 3 57 12  7  1 12  0]
 [ 2  8 40  9 19 15  7]
 [ 6  6 14 25 21 22  4]
 [11  4 10 12 36 14  9]
 [ 3  9 13 22  1 46  2]
 [ 8  3 23  9 12 14 29]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.44      0.27      0.33        98
           1       0.65      0.62      0.63        92
           2       0.34      0.40      0.37       100
           3       0.24      0.26      0.25        98
           4       0.31      0.38      0.34        96
           5       0.33      0.48      0.39        96
           6       0.54      0.30      0.38        98

    accuracy                           0.38       678
   macro avg       0.41      0.38      0.38       678
weighted avg       0.40      0.38      0.38       678

VGG16_avg¶

In [30]:
#### Model setup:
Extractor = 'vgg16_avg'
Layer = '128_unit'
Optimizer = 'Adam_with_decay'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [31]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_avg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
Out[31]:
0
In [33]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.01)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1114624   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,115,527
Trainable params: 1,115,527
Non-trainable params: 0
_________________________________________________________________
Out[33]:
3948
In [34]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
Epoch 1/30
2193/2193 [==============================] - ETA: 0s - loss: 1.0849 - accuracy: 0.6049
Epoch 1: val_loss improved from inf to 1.03485, saving model to lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 14s 6ms/step - loss: 1.0849 - accuracy: 0.6049 - val_loss: 1.0349 - val_accuracy: 0.6335 - lr: 0.0010
Epoch 2/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.8285 - accuracy: 0.7084
Epoch 2: val_loss improved from 1.03485 to 0.97460, saving model to lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.8289 - accuracy: 0.7083 - val_loss: 0.9746 - val_accuracy: 0.6641 - lr: 0.0010
Epoch 3/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.7649 - accuracy: 0.7353
Epoch 3: val_loss improved from 0.97460 to 0.95008, saving model to lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.7646 - accuracy: 0.7351 - val_loss: 0.9501 - val_accuracy: 0.6714 - lr: 0.0010
Epoch 4/30
2193/2193 [==============================] - ETA: 0s - loss: 0.7214 - accuracy: 0.7495
Epoch 4: val_loss improved from 0.95008 to 0.94161, saving model to lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.7214 - accuracy: 0.7495 - val_loss: 0.9416 - val_accuracy: 0.6728 - lr: 0.0010
Epoch 5/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.7005 - accuracy: 0.7572
Epoch 5: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.7005 - accuracy: 0.7571 - val_loss: 0.9534 - val_accuracy: 0.6741 - lr: 0.0010
Epoch 6/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.6761 - accuracy: 0.7678
Epoch 6: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6762 - accuracy: 0.7677 - val_loss: 0.9463 - val_accuracy: 0.6814 - lr: 0.0010
Epoch 7/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.6645 - accuracy: 0.7713
Epoch 7: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6646 - accuracy: 0.7712 - val_loss: 0.9424 - val_accuracy: 0.6810 - lr: 0.0010
Epoch 8/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.6497 - accuracy: 0.7789
Epoch 8: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6492 - accuracy: 0.7792 - val_loss: 0.9437 - val_accuracy: 0.6778 - lr: 0.0010
Epoch 9/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.6397 - accuracy: 0.7842
Epoch 9: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6385 - accuracy: 0.7848 - val_loss: 0.9491 - val_accuracy: 0.6851 - lr: 0.0010
Epoch 10/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.6251 - accuracy: 0.7871
Epoch 10: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6250 - accuracy: 0.7872 - val_loss: 0.9441 - val_accuracy: 0.6842 - lr: 2.0000e-04
Epoch 11/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.6303 - accuracy: 0.7847
Epoch 11: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6303 - accuracy: 0.7847 - val_loss: 0.9457 - val_accuracy: 0.6828 - lr: 2.0000e-04
Epoch 12/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.6243 - accuracy: 0.7893
Epoch 12: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6246 - accuracy: 0.7890 - val_loss: 0.9464 - val_accuracy: 0.6823 - lr: 2.0000e-04
Epoch 13/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.6245 - accuracy: 0.7855
Epoch 13: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6249 - accuracy: 0.7853 - val_loss: 0.9454 - val_accuracy: 0.6805 - lr: 2.0000e-04
Epoch 14/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.6219 - accuracy: 0.7909
Epoch 14: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6215 - accuracy: 0.7911 - val_loss: 0.9460 - val_accuracy: 0.6810 - lr: 2.0000e-04
Epoch 15/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.6190 - accuracy: 0.7912
Epoch 15: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6195 - accuracy: 0.7911 - val_loss: 0.9462 - val_accuracy: 0.6796 - lr: 4.0000e-05
Epoch 16/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.6201 - accuracy: 0.7928
Epoch 16: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6196 - accuracy: 0.7929 - val_loss: 0.9462 - val_accuracy: 0.6801 - lr: 4.0000e-05
Epoch 17/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.6204 - accuracy: 0.7849
Epoch 17: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6194 - accuracy: 0.7855 - val_loss: 0.9461 - val_accuracy: 0.6801 - lr: 4.0000e-05
Epoch 18/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.6150 - accuracy: 0.7904
Epoch 18: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6151 - accuracy: 0.7903 - val_loss: 0.9460 - val_accuracy: 0.6796 - lr: 4.0000e-05
Epoch 19/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.6164 - accuracy: 0.7868
Epoch 19: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6167 - accuracy: 0.7866 - val_loss: 0.9460 - val_accuracy: 0.6796 - lr: 4.0000e-05
Epoch 20/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.6223 - accuracy: 0.7879
Epoch 20: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6216 - accuracy: 0.7882 - val_loss: 0.9460 - val_accuracy: 0.6801 - lr: 8.0000e-06
Epoch 21/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.6171 - accuracy: 0.7914
Epoch 21: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6179 - accuracy: 0.7910 - val_loss: 0.9460 - val_accuracy: 0.6801 - lr: 8.0000e-06
Epoch 22/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.6163 - accuracy: 0.7898
Epoch 22: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6163 - accuracy: 0.7898 - val_loss: 0.9460 - val_accuracy: 0.6801 - lr: 8.0000e-06
Epoch 23/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.6179 - accuracy: 0.7868
Epoch 23: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6175 - accuracy: 0.7869 - val_loss: 0.9459 - val_accuracy: 0.6801 - lr: 8.0000e-06
Epoch 24/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.6179 - accuracy: 0.7890
Epoch 24: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6181 - accuracy: 0.7890 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 8.0000e-06
Epoch 25/30
2179/2193 [============================>.] - ETA: 0s - loss: 0.6193 - accuracy: 0.7899
Epoch 25: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6189 - accuracy: 0.7899 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 1.6000e-06
Epoch 26/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.6184 - accuracy: 0.7911
Epoch 26: val_loss did not improve from 0.94161
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6179 - accuracy: 0.7913 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 1.6000e-06
Epoch 27/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.6197 - accuracy: 0.7905
Epoch 27: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6190 - accuracy: 0.7907 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 1.6000e-06
Epoch 28/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.6176 - accuracy: 0.7898
Epoch 28: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6176 - accuracy: 0.7897 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 1.6000e-06
Epoch 29/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.6153 - accuracy: 0.7894
Epoch 29: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6147 - accuracy: 0.7895 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 1.6000e-06
Epoch 30/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.6208 - accuracy: 0.7880
Epoch 30: val_loss did not improve from 0.94161
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6204 - accuracy: 0.7882 - val_loss: 0.9459 - val_accuracy: 0.6796 - lr: 1.0000e-06
No description has been provided for this image
Out[34]:
18105
In [35]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_avg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
170/170 [==============================] - 1s 2ms/step
Out[35]:
(678, 7)
In [36]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[62  2  2 19  3  5  5]
 [ 3 69  7  8  0  5  0]
 [ 8  5 71  3  6  2  5]
 [12  6 12 53  2  3 10]
 [ 7  4 15 10 51  3  6]
 [ 3  2 10 16  1 61  3]
 [ 8  0  9 10  3  9 59]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.60      0.63      0.62        98
           1       0.78      0.75      0.77        92
           2       0.56      0.71      0.63       100
           3       0.45      0.54      0.49        98
           4       0.77      0.53      0.63        96
           5       0.69      0.64      0.66        96
           6       0.67      0.60      0.63        98

    accuracy                           0.63       678
   macro avg       0.65      0.63      0.63       678
weighted avg       0.65      0.63      0.63       678

VGG16_gavg¶

In [25]:
#### Model setup:
Extractor = 'vgg16_gavg'
Layer = '128_unit'
Optimizer = 'Adam_with_decay'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [24]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8768, 40, 512)
Shape of y_train:  (8768, 7)
Shape of X_test:  (2192, 40, 512)
Shape of y_test:  (2192, 7)
Out[24]:
0
In [26]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.01)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 128)               328192    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 329,095
Trainable params: 329,095
Non-trainable params: 0
_________________________________________________________________
Out[26]:
228
In [27]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
Epoch 1/30
2180/2192 [============================>.] - ETA: 0s - loss: 1.1522 - accuracy: 0.5835
Epoch 1: val_loss improved from inf to 1.04646, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 1.1521 - accuracy: 0.5833 - val_loss: 1.0465 - val_accuracy: 0.6268 - lr: 0.0010
Epoch 2/30
2175/2192 [============================>.] - ETA: 0s - loss: 0.9345 - accuracy: 0.6678
Epoch 2: val_loss improved from 1.04646 to 1.02223, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.9346 - accuracy: 0.6679 - val_loss: 1.0222 - val_accuracy: 0.6382 - lr: 0.0010
Epoch 3/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.8836 - accuracy: 0.6877
Epoch 3: val_loss did not improve from 1.02223
2192/2192 [==============================] - 7s 3ms/step - loss: 0.8838 - accuracy: 0.6877 - val_loss: 1.0312 - val_accuracy: 0.6401 - lr: 0.0010
Epoch 4/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.8631 - accuracy: 0.6945
Epoch 4: val_loss improved from 1.02223 to 1.01383, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.8632 - accuracy: 0.6946 - val_loss: 1.0138 - val_accuracy: 0.6451 - lr: 0.0010
Epoch 5/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.8435 - accuracy: 0.7007
Epoch 5: val_loss improved from 1.01383 to 1.00109, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.8439 - accuracy: 0.7004 - val_loss: 1.0011 - val_accuracy: 0.6537 - lr: 0.0010
Epoch 6/30
2173/2192 [============================>.] - ETA: 0s - loss: 0.8290 - accuracy: 0.7130
Epoch 6: val_loss did not improve from 1.00109
2192/2192 [==============================] - 7s 3ms/step - loss: 0.8293 - accuracy: 0.7128 - val_loss: 1.0136 - val_accuracy: 0.6478 - lr: 0.0010
Epoch 7/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.8162 - accuracy: 0.7162
Epoch 7: val_loss improved from 1.00109 to 0.99963, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.8165 - accuracy: 0.7159 - val_loss: 0.9996 - val_accuracy: 0.6542 - lr: 0.0010
Epoch 8/30
2177/2192 [============================>.] - ETA: 0s - loss: 0.8100 - accuracy: 0.7149
Epoch 8: val_loss did not improve from 0.99963
2192/2192 [==============================] - 7s 3ms/step - loss: 0.8105 - accuracy: 0.7144 - val_loss: 0.9997 - val_accuracy: 0.6537 - lr: 0.0010
Epoch 9/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.8003 - accuracy: 0.7226
Epoch 9: val_loss did not improve from 0.99963
2192/2192 [==============================] - 7s 3ms/step - loss: 0.8003 - accuracy: 0.7225 - val_loss: 1.0048 - val_accuracy: 0.6519 - lr: 0.0010
Epoch 10/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.8030 - accuracy: 0.7195
Epoch 10: val_loss improved from 0.99963 to 0.99690, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.8028 - accuracy: 0.7197 - val_loss: 0.9969 - val_accuracy: 0.6578 - lr: 0.0010
Epoch 11/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.7977 - accuracy: 0.7213
Epoch 11: val_loss improved from 0.99690 to 0.99555, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.7974 - accuracy: 0.7213 - val_loss: 0.9956 - val_accuracy: 0.6556 - lr: 0.0010
Epoch 12/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.7864 - accuracy: 0.7237
Epoch 12: val_loss improved from 0.99555 to 0.99470, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.7866 - accuracy: 0.7235 - val_loss: 0.9947 - val_accuracy: 0.6578 - lr: 0.0010
Epoch 13/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.7820 - accuracy: 0.7272
Epoch 13: val_loss did not improve from 0.99470
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7825 - accuracy: 0.7271 - val_loss: 1.0007 - val_accuracy: 0.6515 - lr: 0.0010
Epoch 14/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.7767 - accuracy: 0.7271
Epoch 14: val_loss improved from 0.99470 to 0.99260, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.7763 - accuracy: 0.7274 - val_loss: 0.9926 - val_accuracy: 0.6615 - lr: 0.0010
Epoch 15/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.7757 - accuracy: 0.7341
Epoch 15: val_loss improved from 0.99260 to 0.99253, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.7749 - accuracy: 0.7346 - val_loss: 0.9925 - val_accuracy: 0.6569 - lr: 0.0010
Epoch 16/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.7743 - accuracy: 0.7241
Epoch 16: val_loss did not improve from 0.99253
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7744 - accuracy: 0.7241 - val_loss: 0.9949 - val_accuracy: 0.6542 - lr: 0.0010
Epoch 17/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.7697 - accuracy: 0.7324
Epoch 17: val_loss did not improve from 0.99253
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7697 - accuracy: 0.7323 - val_loss: 1.0039 - val_accuracy: 0.6510 - lr: 0.0010
Epoch 18/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.7625 - accuracy: 0.7366
Epoch 18: val_loss improved from 0.99253 to 0.98720, saving model to lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.7636 - accuracy: 0.7364 - val_loss: 0.9872 - val_accuracy: 0.6601 - lr: 0.0010
Epoch 19/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.7666 - accuracy: 0.7351
Epoch 19: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7671 - accuracy: 0.7348 - val_loss: 1.0008 - val_accuracy: 0.6519 - lr: 0.0010
Epoch 20/30
2192/2192 [==============================] - ETA: 0s - loss: 0.7587 - accuracy: 0.7393
Epoch 20: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7587 - accuracy: 0.7393 - val_loss: 0.9910 - val_accuracy: 0.6578 - lr: 0.0010
Epoch 21/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.7548 - accuracy: 0.7350
Epoch 21: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7554 - accuracy: 0.7348 - val_loss: 0.9892 - val_accuracy: 0.6597 - lr: 0.0010
Epoch 22/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.7561 - accuracy: 0.7387
Epoch 22: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7561 - accuracy: 0.7387 - val_loss: 0.9901 - val_accuracy: 0.6620 - lr: 0.0010
Epoch 23/30
2173/2192 [============================>.] - ETA: 0s - loss: 0.7529 - accuracy: 0.7369
Epoch 23: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7531 - accuracy: 0.7369 - val_loss: 0.9908 - val_accuracy: 0.6620 - lr: 0.0010
Epoch 24/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.7538 - accuracy: 0.7398
Epoch 24: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7535 - accuracy: 0.7401 - val_loss: 0.9934 - val_accuracy: 0.6578 - lr: 2.0000e-04
Epoch 25/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.7523 - accuracy: 0.7394
Epoch 25: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7520 - accuracy: 0.7395 - val_loss: 0.9931 - val_accuracy: 0.6583 - lr: 2.0000e-04
Epoch 26/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.7507 - accuracy: 0.7388
Epoch 26: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7506 - accuracy: 0.7385 - val_loss: 0.9932 - val_accuracy: 0.6588 - lr: 2.0000e-04
Epoch 27/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.7536 - accuracy: 0.7374
Epoch 27: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7526 - accuracy: 0.7380 - val_loss: 0.9945 - val_accuracy: 0.6578 - lr: 2.0000e-04
Epoch 28/30
2173/2192 [============================>.] - ETA: 0s - loss: 0.7517 - accuracy: 0.7425
Epoch 28: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7503 - accuracy: 0.7427 - val_loss: 0.9945 - val_accuracy: 0.6578 - lr: 2.0000e-04
Epoch 29/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.7523 - accuracy: 0.7374
Epoch 29: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7513 - accuracy: 0.7378 - val_loss: 0.9944 - val_accuracy: 0.6583 - lr: 4.0000e-05
Epoch 30/30
2175/2192 [============================>.] - ETA: 0s - loss: 0.7493 - accuracy: 0.7398
Epoch 30: val_loss did not improve from 0.98720
2192/2192 [==============================] - 7s 3ms/step - loss: 0.7503 - accuracy: 0.7396 - val_loss: 0.9944 - val_accuracy: 0.6583 - lr: 4.0000e-05
No description has been provided for this image
Out[27]:
21091
In [28]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 512)
(678, 7)
170/170 [==============================] - 1s 1ms/step
Out[28]:
(678, 7)
In [29]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[79  1  2 13  1  0  2]
 [ 7 65  8  9  0  1  2]
 [ 9  7 72  3  3  0  6]
 [16  4  8 62  3  0  5]
 [18  5 15  8 38  0 12]
 [13  3 12 28  2 35  3]
 [12  0  8 12  1  4 61]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.51      0.81      0.63        98
           1       0.76      0.71      0.73        92
           2       0.58      0.72      0.64       100
           3       0.46      0.63      0.53        98
           4       0.79      0.40      0.53        96
           5       0.88      0.36      0.51        96
           6       0.67      0.62      0.65        98

    accuracy                           0.61       678
   macro avg       0.66      0.61      0.60       678
weighted avg       0.66      0.61      0.60       678

MobV2 GAVG¶

In [33]:
#### Model setup:
Extractor = 'mobV2_gavg'
Layer = '128_unit'
Optimizer = 'Adam_with_decay'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [35]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1280)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1280)
Shape of y_test:  (2191, 7)
Out[35]:
0
In [36]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.01)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 722,311
Trainable params: 722,311
Non-trainable params: 0
_________________________________________________________________
2023-09-12 04:36:53.558340: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:36:53.559253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:36:53.559861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[36]:
77
In [37]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
Epoch 1/30
2023-09-12 04:37:21.855744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:21.856488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:21.857290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:22.145224: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:22.146159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:22.146857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2185/2193 [============================>.] - ETA: 0s - loss: 0.8135 - accuracy: 0.7167
2023-09-12 04:37:31.375127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:31.376180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:31.376808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.72634, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:37:32.735102: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:32.735942: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:32.736549: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:32.850834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:32.851521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:32.852146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:32.958127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:32.959018: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:32.959666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:32.976378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:32.981317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.082430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.083115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.083726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.099984: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:33.196738: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.197604: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.198230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.212873: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:33.220405: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.225892: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:33.231672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.236872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:33.242118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.246526: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.255689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.261006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.276875: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:33.287154: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.292425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.395075: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.395769: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.396390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.505590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.506447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.507061: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.529965: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:37:33.534754: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:37:33.539607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.544199: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:33.645417: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.646098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.646745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.752007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.752906: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.753503: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.862414: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.863089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.863732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:33.969312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:33.970203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:33.970842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:37:34.030351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 5ms/step - loss: 0.8136 - accuracy: 0.7168 - val_loss: 0.7263 - val_accuracy: 0.7558 - lr: 0.0010
Epoch 2/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.5868 - accuracy: 0.7964
Epoch 2: val_loss improved from 0.72634 to 0.69048, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:37:43.994555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:43.996400: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:43.997004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.106308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:44.106935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:44.107519: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.207722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:44.208493: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:44.209072: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.225045: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.229768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.328810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:44.329446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:44.330030: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.345820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:44.440239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:44.440923: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:44.441624: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.456111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:44.463236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.468574: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:44.474353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.479456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:44.485178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.489507: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.498569: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.503693: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.519015: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:44.528928: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.534004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.629707: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:44.630349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:44.630951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.948508: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:44.949389: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:44.949963: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:44.971574: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:37:44.976188: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:37:44.981023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:44.985373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:45.079637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:45.080308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:45.080895: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:45.182033: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:45.182857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:45.183449: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:45.291346: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:45.291993: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:45.292589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:45.395863: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:45.396668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:45.397390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:37:45.457386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.5871 - accuracy: 0.7963 - val_loss: 0.6905 - val_accuracy: 0.7622 - lr: 0.0010
Epoch 3/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.5394 - accuracy: 0.8136
Epoch 3: val_loss improved from 0.69048 to 0.68703, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:37:55.251669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:55.252763: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:55.253438: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:55.371926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:55.372630: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:55.373262: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:55.480969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:55.481857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:55.482462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:55.499234: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.504286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.606093: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:55.606753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:55.607350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:55.623776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:55.721625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:55.722555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:55.723165: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:55.738381: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:55.745781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.751214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:55.756958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.761961: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:55.767300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.771717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.780739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.785845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.801524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:37:55.811635: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.816726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:55.915094: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:55.915765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:55.916381: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:56.027713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:56.028634: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:56.029270: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:56.051852: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:37:56.056572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:37:56.061605: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:56.066255: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:37:56.172296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:56.172988: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:56.173612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:56.282267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:56.283202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:56.283838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:56.398043: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:56.398752: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:56.399388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:37:56.510795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:37:56.511713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:37:56.512359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:37:56.575552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.5395 - accuracy: 0.8134 - val_loss: 0.6870 - val_accuracy: 0.7709 - lr: 0.0010
Epoch 4/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.5033 - accuracy: 0.8302
Epoch 4: val_loss improved from 0.68703 to 0.67911, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:38:06.438478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:06.439567: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:06.440252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:06.559820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:06.560556: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:06.561195: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:06.672305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:06.673371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:06.674000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:06.690735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.695756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.799266: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:06.799947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:06.800578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:06.817164: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:06.915464: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:06.916479: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:06.917126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:06.932082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:06.939546: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.945080: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:06.950924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.956111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:06.961524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.966037: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.975338: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.980510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:06.997236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:07.007766: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:07.013106: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:07.113233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:07.113921: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:07.114515: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:07.226495: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:07.227324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:07.228140: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:07.251492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:07.256622: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:07.262118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:07.267043: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:07.371902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:07.372586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:07.373217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:07.481344: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:07.482261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:07.482880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:07.896682: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:07.897749: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:07.898391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:08.004071: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:08.004759: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:08.005383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:38:08.066955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.5031 - accuracy: 0.8301 - val_loss: 0.6791 - val_accuracy: 0.7700 - lr: 0.0010
Epoch 5/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.4885 - accuracy: 0.8322
Epoch 5: val_loss improved from 0.67911 to 0.67290, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:38:17.722588: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:17.723591: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:17.724227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:17.840888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:17.841564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:17.842190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:17.948936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:17.950089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:17.950795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:17.968091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:17.973182: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.078538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.079220: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.079842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.096523: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:18.196134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.197148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.197778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.213103: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:18.220746: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.226356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:18.232543: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.237855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:18.243391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.247956: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.257491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.262911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.279392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:18.289981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.295365: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.396567: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.397496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.398324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.506604: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.507339: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.507955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.530724: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:18.535524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:18.540890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.545555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:18.645657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.646623: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.647248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.754720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.755445: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.756088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.870107: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.871051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.871691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:18.979211: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:18.979946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:18.980571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:38:19.041730: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.4877 - accuracy: 0.8326 - val_loss: 0.6729 - val_accuracy: 0.7754 - lr: 0.0010
Epoch 6/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4731 - accuracy: 0.8440
Epoch 6: val_loss improved from 0.67290 to 0.66982, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:38:28.989757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:28.990716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:28.991405: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.110058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.110789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.111429: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.217048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.217943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.218564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.234978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.240373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.341544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.342233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.342856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.359204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:29.456781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.457670: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.458300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.473161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:29.480552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.486024: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:29.491815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.497083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:29.502492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.506930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.516110: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.521237: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.537123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:29.547500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.552720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.650581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.651261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.651866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.757508: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.758423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.759016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.780863: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:29.785506: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:29.790474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.795016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:29.891291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.891970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.892597: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:29.996084: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:29.996948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:29.997546: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:30.106587: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:30.107296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:30.107917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:30.213528: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:30.214484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:30.215114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:38:30.276943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.4728 - accuracy: 0.8440 - val_loss: 0.6698 - val_accuracy: 0.7713 - lr: 0.0010
Epoch 7/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.4636 - accuracy: 0.8423
Epoch 7: val_loss improved from 0.66982 to 0.66958, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:38:40.337278: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:40.338251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:40.338931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:40.858470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:40.859447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:40.860088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:40.968955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:40.969655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:40.970301: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:40.988042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:40.993232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.099653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.100613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.101262: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:41.118540: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:41.218644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.219350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.219982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:41.235460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:41.243176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.248970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:41.255136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.261213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:41.266671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.271202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.280753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.286194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.302827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:38:41.313758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.319219: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.421559: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.422262: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.422911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:41.536147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.537157: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.537812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:41.561320: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:41.566292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:38:41.571757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.576578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:38:41.679926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.680639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.681263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:41.790855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.791773: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.792414: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:41.907116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:41.907824: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:41.908455: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:38:42.018852: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:38:42.019753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:38:42.020416: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:38:42.081317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4636 - accuracy: 0.8423 - val_loss: 0.6696 - val_accuracy: 0.7777 - lr: 0.0010
Epoch 8/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4487 - accuracy: 0.8473
Epoch 8: val_loss did not improve from 0.66958
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4486 - accuracy: 0.8475 - val_loss: 0.6699 - val_accuracy: 0.7732 - lr: 0.0010
Epoch 9/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4453 - accuracy: 0.8516
Epoch 9: val_loss improved from 0.66958 to 0.66571, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:39:02.110039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.111022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.111661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.228042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.228731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.229352: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.333808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.334689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.335286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.351516: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.356434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.469385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.470064: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.470684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.487666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:02.587639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.588519: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.589119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.604893: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:02.613258: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.619486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:02.626154: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.631982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:02.637784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.643065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.653577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.659319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.676309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:02.686864: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.692727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.800105: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.801239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.802095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.909333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:02.910010: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:02.910644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:02.932710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:39:02.938202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:39:02.945180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:02.950078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:03.055576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:03.056500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:03.057146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:03.162627: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:03.163312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:03.163939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:03.282305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:03.283207: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:03.283844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:03.390205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:03.390861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:03.391472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:39:03.450201: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4457 - accuracy: 0.8515 - val_loss: 0.6657 - val_accuracy: 0.7764 - lr: 0.0010
Epoch 10/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4348 - accuracy: 0.8553
Epoch 10: val_loss did not improve from 0.66571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4348 - accuracy: 0.8553 - val_loss: 0.6674 - val_accuracy: 0.7723 - lr: 0.0010
Epoch 11/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.4300 - accuracy: 0.8550
Epoch 11: val_loss did not improve from 0.66571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4300 - accuracy: 0.8551 - val_loss: 0.6665 - val_accuracy: 0.7745 - lr: 0.0010
Epoch 12/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4264 - accuracy: 0.8565
Epoch 12: val_loss improved from 0.66571 to 0.66258, saving model to lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:39:33.127861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:33.128851: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:33.129513: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:33.242159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:33.242815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:33.243402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:33.590291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:33.591259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:33.591890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:33.609535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.614850: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.717154: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:33.717862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:33.718494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:33.735787: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:33.833426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:33.834390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:33.835025: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:33.849983: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:33.857413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.862892: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:33.868785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.873958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:33.879255: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.883711: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.892939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.898030: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.914598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 04:39:33.925010: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:33.930251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:34.033971: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:34.034679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:34.035682: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:34.147778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:34.148478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:34.149098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:34.172484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:39:34.177643: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 04:39:34.183073: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:34.187871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 04:39:34.293083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:34.294030: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:34.294704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:34.400361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:34.401008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:34.401627: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:34.511425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:34.512309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:34.512938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:39:34.618382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:39:34.619044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:39:34.619664: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:39:34.679218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4269 - accuracy: 0.8563 - val_loss: 0.6626 - val_accuracy: 0.7773 - lr: 0.0010
Epoch 13/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4226 - accuracy: 0.8585
Epoch 13: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4224 - accuracy: 0.8584 - val_loss: 0.6645 - val_accuracy: 0.7791 - lr: 0.0010
Epoch 14/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.4139 - accuracy: 0.8585
Epoch 14: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4136 - accuracy: 0.8586 - val_loss: 0.6663 - val_accuracy: 0.7750 - lr: 0.0010
Epoch 15/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4075 - accuracy: 0.8617
Epoch 15: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4075 - accuracy: 0.8617 - val_loss: 0.6667 - val_accuracy: 0.7777 - lr: 0.0010
Epoch 16/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.4093 - accuracy: 0.8621
Epoch 16: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4092 - accuracy: 0.8621 - val_loss: 0.6667 - val_accuracy: 0.7809 - lr: 0.0010
Epoch 17/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.4019 - accuracy: 0.8656
Epoch 17: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4019 - accuracy: 0.8657 - val_loss: 0.6659 - val_accuracy: 0.7741 - lr: 0.0010
Epoch 18/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.3900 - accuracy: 0.8721
Epoch 18: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3912 - accuracy: 0.8716 - val_loss: 0.6661 - val_accuracy: 0.7754 - lr: 2.0000e-04
Epoch 19/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4001 - accuracy: 0.8674
Epoch 19: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4001 - accuracy: 0.8674 - val_loss: 0.6660 - val_accuracy: 0.7754 - lr: 2.0000e-04
Epoch 20/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.3980 - accuracy: 0.8666
Epoch 20: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3988 - accuracy: 0.8663 - val_loss: 0.6659 - val_accuracy: 0.7791 - lr: 2.0000e-04
Epoch 21/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.3989 - accuracy: 0.8687
Epoch 21: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3988 - accuracy: 0.8686 - val_loss: 0.6664 - val_accuracy: 0.7791 - lr: 2.0000e-04
Epoch 22/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.3988 - accuracy: 0.8661
Epoch 22: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3992 - accuracy: 0.8660 - val_loss: 0.6666 - val_accuracy: 0.7773 - lr: 2.0000e-04
Epoch 23/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.3932 - accuracy: 0.8724
Epoch 23: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3931 - accuracy: 0.8725 - val_loss: 0.6665 - val_accuracy: 0.7782 - lr: 4.0000e-05
Epoch 24/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.3922 - accuracy: 0.8673
Epoch 24: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3934 - accuracy: 0.8667 - val_loss: 0.6665 - val_accuracy: 0.7777 - lr: 4.0000e-05
Epoch 25/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.3929 - accuracy: 0.8711
Epoch 25: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3934 - accuracy: 0.8709 - val_loss: 0.6665 - val_accuracy: 0.7786 - lr: 4.0000e-05
Epoch 26/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.3927 - accuracy: 0.8721
Epoch 26: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3930 - accuracy: 0.8719 - val_loss: 0.6665 - val_accuracy: 0.7786 - lr: 4.0000e-05
Epoch 27/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.3957 - accuracy: 0.8689
Epoch 27: val_loss did not improve from 0.66258
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3957 - accuracy: 0.8689 - val_loss: 0.6663 - val_accuracy: 0.7777 - lr: 4.0000e-05
Epoch 28/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.3937 - accuracy: 0.8692
Epoch 28: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3941 - accuracy: 0.8693 - val_loss: 0.6663 - val_accuracy: 0.7777 - lr: 8.0000e-06
Epoch 29/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.3934 - accuracy: 0.8720
Epoch 29: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3932 - accuracy: 0.8720 - val_loss: 0.6663 - val_accuracy: 0.7777 - lr: 8.0000e-06
Epoch 30/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.3928 - accuracy: 0.8698
Epoch 30: val_loss did not improve from 0.66258
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3925 - accuracy: 0.8700 - val_loss: 0.6663 - val_accuracy: 0.7777 - lr: 8.0000e-06
No description has been provided for this image
Out[37]:
21421
In [38]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1280)
(678, 7)
 80/170 [=============>................] - ETA: 0s
2023-09-12 04:44:53.740299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:44:53.741266: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:44:53.741897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
170/170 [==============================] - 0s 2ms/step
Out[38]:
(678, 7)
In [39]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[78  3  2  9  3  1  2]
 [ 1 72  4  5  4  6  0]
 [ 5  3 79  3  6  3  1]
 [10  7  8 53  4  7  9]
 [ 6  2  7  5 69  3  4]
 [ 3  6  5 13  3 65  1]
 [ 0  2  4  7  7  7 71]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.76      0.80      0.78        98
           1       0.76      0.78      0.77        92
           2       0.72      0.79      0.76       100
           3       0.56      0.54      0.55        98
           4       0.72      0.72      0.72        96
           5       0.71      0.68      0.69        96
           6       0.81      0.72      0.76        98

    accuracy                           0.72       678
   macro avg       0.72      0.72      0.72       678
weighted avg       0.72      0.72      0.72       678

Dens201 GAVG¶

In [11]:
#### Model setup:
Extractor = 'dens201_gavg'
Layer = '128_unit'
Optimizer = 'Adam_with_decay'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [12]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1920)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1920)
Shape of y_test:  (2191, 7)
Out[12]:
0
In [13]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.01)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 1,049,991
Trainable params: 1,049,991
Non-trainable params: 0
_________________________________________________________________
2023-09-12 04:54:44.542309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:54:44.543232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:54:44.543849: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[13]:
125
In [14]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-12 04:54:51.575824: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
2023-09-12 04:54:53.046644: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 04:54:54.121826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:54:54.122875: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:54:54.123550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:54:54.418142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:54:54.419190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:54:54.419853: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
  27/2193 [..............................] - ETA: 8s - loss: 1.8909 - accuracy: 0.3241 
2023-09-12 04:54:54.782360: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2192/2193 [============================>.] - ETA: 0s - loss: 0.8181 - accuracy: 0.7165
2023-09-12 04:55:04.161582: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:04.162324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:04.163171: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.70026, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:55:05.580511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:05.581500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:05.582118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:05.699252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:05.699930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:05.700548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:05.806757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:05.807684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:05.808307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:05.825666: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:05.830639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:05.937702: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:05.938400: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:05.939021: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:05.956394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:06.058345: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.059374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.060029: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:06.075940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:06.083879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.090038: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:06.096446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.101947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:06.107573: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.112236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.122085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.127654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.163134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:06.174479: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.180127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.283424: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.284524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.285172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:06.392082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.392764: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.393382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:06.415313: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:06.420099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:06.425244: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.429930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:06.525874: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.526610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.527385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:06.628092: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.628745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.629348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:06.854625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.855602: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.856228: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:06.956492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:06.957157: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:06.957749: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:55:07.018601: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 6ms/step - loss: 0.8180 - accuracy: 0.7165 - val_loss: 0.7003 - val_accuracy: 0.7567 - lr: 0.0010
Epoch 2/30
2193/2193 [==============================] - ETA: 0s - loss: 0.5853 - accuracy: 0.7994
Epoch 2: val_loss improved from 0.70026 to 0.67380, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:55:16.818253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:16.819043: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:16.819807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:16.938565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:16.939282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:16.939947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.050223: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.051121: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.051771: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.069608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.074807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.182583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.183288: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.183953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.201132: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:17.302996: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.303900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.304551: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.319774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:17.327352: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.332941: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:17.338782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.343948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:17.349370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.353890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.363235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.368444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.385111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:17.395549: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.403386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.505348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.506209: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.506888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.621516: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.622213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.622866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.646498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:17.651609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:17.657072: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.662127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:17.768231: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.769144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.769817: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.878385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.879066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.879730: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:17.997852: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:17.998769: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:17.999396: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:18.107340: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:18.108023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:18.108654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:55:18.175264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.5853 - accuracy: 0.7994 - val_loss: 0.6738 - val_accuracy: 0.7636 - lr: 0.0010
Epoch 3/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.5291 - accuracy: 0.8213
Epoch 3: val_loss improved from 0.67380 to 0.64569, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:55:28.166409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:28.167127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:28.167929: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:28.281165: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:28.281829: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:28.282437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:28.387197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:28.388037: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:28.388645: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:28.405180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.410234: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.511913: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:28.512579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:28.513172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:28.529797: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:28.628449: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:28.629354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:28.629979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:28.645121: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:28.652535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.658077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:28.663934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.669170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:28.674609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.679164: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.688511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.693698: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.709855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:28.720395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.725878: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:28.825913: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:28.826583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:28.827193: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:29.189908: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:29.190807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:29.191424: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:29.214047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:29.218860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:29.223942: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:29.228576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:29.327328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:29.327978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:29.328581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:29.433289: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:29.434116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:29.434718: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:29.542940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:29.543608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:29.544213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:29.648954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:29.649747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:29.650344: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:55:29.708285: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.5291 - accuracy: 0.8212 - val_loss: 0.6457 - val_accuracy: 0.7732 - lr: 0.0010
Epoch 4/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.5058 - accuracy: 0.8296
Epoch 4: val_loss improved from 0.64569 to 0.62839, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:55:39.611862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:39.612812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:39.613415: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:39.725394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:39.726088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:39.726703: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:39.828619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:39.829647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:39.830265: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:39.846589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:39.851497: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:39.950742: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:39.951417: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:39.952022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:39.968254: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:40.063521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.064529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.065139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:40.079732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:40.087011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.092419: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:40.098108: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.103186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:40.108489: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.112862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.121983: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.127028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.142591: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:40.152723: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.157968: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.254490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.255166: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.255782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:40.361594: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.362371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.363181: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:40.385104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:40.389765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:40.394770: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.399339: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:40.496433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.497097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.497713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:40.601954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.602980: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.603599: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:40.713654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.714303: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.714892: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:40.818697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:40.819617: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:40.820237: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:55:40.878475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.5057 - accuracy: 0.8296 - val_loss: 0.6284 - val_accuracy: 0.7805 - lr: 0.0010
Epoch 5/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.4800 - accuracy: 0.8409
Epoch 5: val_loss improved from 0.62839 to 0.62580, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:55:51.096295: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:51.097284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:51.097943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:51.218633: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:51.219319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:51.219935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:51.328692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:51.329539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:51.330158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:51.347293: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.352701: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.679373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:51.680453: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:51.681129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:51.699799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:51.801977: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:51.802698: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:51.803333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:51.819110: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:51.827558: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.833368: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:51.839322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.844668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:51.850241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.854947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.864689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.869905: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.887191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:55:51.898825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:51.904843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:52.008010: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:52.008723: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:52.009342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:52.121376: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:52.122271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:52.122904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:52.146412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:52.151300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:55:52.156463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:52.161101: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:55:52.259805: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:52.260470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:52.261078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:52.368114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:52.368997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:52.369603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:52.479242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:52.479921: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:52.480531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:55:52.586820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:55:52.587706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:55:52.588342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:55:52.650186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4804 - accuracy: 0.8409 - val_loss: 0.6258 - val_accuracy: 0.7832 - lr: 0.0010
Epoch 6/30
2179/2193 [============================>.] - ETA: 0s - loss: 0.4674 - accuracy: 0.8430
Epoch 6: val_loss improved from 0.62580 to 0.62049, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:56:02.956309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:02.957230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:02.957982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.070589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.071241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.071853: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.173500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.174391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.175013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.192050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.197809: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.298637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.299306: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.299931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.316371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:03.413612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.414456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.415088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.430030: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:03.437526: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.443058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:03.448921: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.454122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:03.459595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.464116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.473404: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.478593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.494593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:03.504962: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.510280: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.609047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.609710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.610335: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.721677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.723305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.724134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.749294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:03.755040: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:03.760859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.766041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:03.873845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.874513: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.875147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:03.982973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:03.983866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:03.984550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:04.095145: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:04.095851: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:04.096477: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:04.201894: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:04.202777: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:04.203386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:56:04.263331: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4664 - accuracy: 0.8435 - val_loss: 0.6205 - val_accuracy: 0.7832 - lr: 0.0010
Epoch 7/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.4518 - accuracy: 0.8492
Epoch 7: val_loss improved from 0.62049 to 0.61797, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:56:14.568243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:14.569316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:14.569982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:14.686529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:14.687170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:14.687751: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:14.791731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:14.792730: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:14.793356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:14.810121: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:14.815026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:14.918063: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:14.918695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:14.919276: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:14.935766: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:15.031066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.032057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.032700: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:15.047673: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:15.055118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.060577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:15.066301: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.071535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:15.077685: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.082125: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.091441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.096589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.112758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:15.123229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.128577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.224688: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.225370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.225995: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:15.333890: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.334953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.335603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:15.358386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:15.363247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:15.368434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.373117: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:15.473689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.474416: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.475055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:15.580781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.581576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.582393: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:15.693511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.694207: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.694797: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:15.799314: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:15.800308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:15.802687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:56:15.865312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.4515 - accuracy: 0.8492 - val_loss: 0.6180 - val_accuracy: 0.7791 - lr: 0.0010
Epoch 8/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.4443 - accuracy: 0.8547
Epoch 8: val_loss improved from 0.61797 to 0.61364, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:56:26.067877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.068821: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.069488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.185312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.185954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.186564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.288328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.289190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.289805: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.307719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.312804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.422934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.423722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.424394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.441750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:26.546220: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.547271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.547919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.563101: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:26.570857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.576644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:26.583022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.588603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:26.594223: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.598958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.609192: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.615159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.632780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:26.643554: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.649069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.754576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.755392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.756081: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.868146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:26.868883: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:26.869514: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:26.894990: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:26.900153: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:26.907060: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:26.912131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:27.022379: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:27.023541: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:27.024336: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:27.137578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:27.138297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:27.138927: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:27.258757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:27.259735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:27.260382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:27.647623: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:27.648608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:27.649212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:56:27.709359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4440 - accuracy: 0.8546 - val_loss: 0.6136 - val_accuracy: 0.7809 - lr: 0.0010
Epoch 9/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.4345 - accuracy: 0.8512
Epoch 9: val_loss did not improve from 0.61364
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4346 - accuracy: 0.8511 - val_loss: 0.6153 - val_accuracy: 0.7809 - lr: 0.0010
Epoch 10/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4316 - accuracy: 0.8580
Epoch 10: val_loss improved from 0.61364 to 0.60901, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:56:48.141269: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.142295: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.142923: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.259494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.260175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.260797: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.368408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.369425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.370051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.387177: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.392286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.496389: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.497080: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.497698: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.514485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:48.615239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.616248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.616861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.632142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:48.639761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.645432: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:48.651453: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.656746: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:48.662204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.666762: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.676247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.681469: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.697871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:56:48.708392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.713727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.815704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.816721: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.817784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.927075: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:48.927760: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:48.928402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:48.951016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:48.955913: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:56:48.961156: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:48.965858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:56:49.067409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:49.068413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:49.069026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:49.174758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:49.175430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:49.176036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:49.287444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:49.288411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:49.289011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:49.394575: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:49.395249: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:49.395855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:56:49.456148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4313 - accuracy: 0.8580 - val_loss: 0.6090 - val_accuracy: 0.7809 - lr: 0.0010
Epoch 11/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.4231 - accuracy: 0.8587
Epoch 11: val_loss improved from 0.60901 to 0.60883, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:56:59.773974: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:59.774987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:59.775650: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:56:59.896466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:56:59.897208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:56:59.897853: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.008267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.009218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.009837: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.027838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.033026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.140965: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.141689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.142323: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.159648: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:00.261328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.262252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.262913: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.278936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:00.287273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.293215: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:00.299359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.304787: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:00.310489: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.315186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.324872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.330251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.346619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:00.357253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.362722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.466611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.467376: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.468141: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.578325: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.578997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.579616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.602081: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:00.607353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:00.612896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.617628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:00.721474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.722378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.723065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:00.829945: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:00.830647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:00.831294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:01.160870: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:01.161742: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:01.162391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:01.263615: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:01.264292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:01.264911: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:57:01.325129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4227 - accuracy: 0.8588 - val_loss: 0.6088 - val_accuracy: 0.7823 - lr: 0.0010
Epoch 12/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.4159 - accuracy: 0.8646
Epoch 12: val_loss improved from 0.60883 to 0.60854, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:57:11.560278: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:11.561327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:11.561979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:11.677809: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:11.678496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:11.679121: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:11.787115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:11.788054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:11.788705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:11.806107: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:11.811176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:11.914242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:11.914926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:11.915559: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:11.932230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:12.035462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.036452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.037099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:12.052751: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:12.060808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.066525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:12.072669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.077938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:12.083550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.088248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.098306: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.105088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.121859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:12.132487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.137962: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.239030: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.240026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.240835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:12.353297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.354012: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.354635: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:12.377058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:12.381844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:12.386909: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.391567: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:12.492328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.493317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.493920: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:12.598619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.599311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.599910: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:12.713282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.714139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.714783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:12.819512: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:12.820194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:12.820808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:57:12.881565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.4161 - accuracy: 0.8646 - val_loss: 0.6085 - val_accuracy: 0.7818 - lr: 0.0010
Epoch 13/30
2179/2193 [============================>.] - ETA: 0s - loss: 0.4108 - accuracy: 0.8647
Epoch 13: val_loss improved from 0.60854 to 0.60814, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:57:22.644399: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:22.645319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:22.645993: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:22.766587: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:22.767273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:22.767891: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:22.876972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:22.877802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:22.878433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:22.895815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:22.900894: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.006667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:23.007348: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:23.007973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:23.024916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:23.125206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:23.126050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:23.126672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:23.142028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:23.149706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.155368: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:23.161280: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.166600: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:23.172102: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.176676: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.186124: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.191250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.208219: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:23.218886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.224342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.325194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:23.326120: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:23.327088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:23.663090: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:23.663998: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:23.664628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:23.687871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:23.692895: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:23.697942: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.702655: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:23.803350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:23.804009: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:23.804637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:23.911707: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:23.912575: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:23.913190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:24.025613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:24.026290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:24.026898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:24.133147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:24.133959: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:24.134579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:57:24.196454: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.4109 - accuracy: 0.8649 - val_loss: 0.6081 - val_accuracy: 0.7814 - lr: 0.0010
Epoch 14/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4067 - accuracy: 0.8654
Epoch 14: val_loss improved from 0.60814 to 0.60571, saving model to lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 04:57:34.142132: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.143084: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.143735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.262774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.263464: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.264112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.373233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.374148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.374790: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.392391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.397424: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.500429: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.501099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.501730: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.518482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:34.616866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.617761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.618361: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.633532: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:34.641034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.646603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:34.652904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.658408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:34.663978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.668492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.677879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.683242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.699315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 04:57:34.709796: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.715197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.814496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.815196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.815795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.923402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:34.924159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:34.924945: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:34.947564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:34.952362: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 04:57:34.957429: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:34.962067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 04:57:35.061501: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:35.062190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:35.062822: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:35.177940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:35.179329: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:35.180143: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:35.305757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:35.306507: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:35.307146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 04:57:35.426646: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 04:57:35.427647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 04:57:35.428311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 04:57:35.493495: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.4061 - accuracy: 0.8658 - val_loss: 0.6057 - val_accuracy: 0.7814 - lr: 0.0010
Epoch 15/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4024 - accuracy: 0.8687
Epoch 15: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4025 - accuracy: 0.8685 - val_loss: 0.6091 - val_accuracy: 0.7823 - lr: 0.0010
Epoch 16/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.3966 - accuracy: 0.8720
Epoch 16: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3969 - accuracy: 0.8718 - val_loss: 0.6076 - val_accuracy: 0.7832 - lr: 0.0010
Epoch 17/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.3938 - accuracy: 0.8720
Epoch 17: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3937 - accuracy: 0.8718 - val_loss: 0.6074 - val_accuracy: 0.7818 - lr: 0.0010
Epoch 18/30
2179/2193 [============================>.] - ETA: 0s - loss: 0.3900 - accuracy: 0.8724
Epoch 18: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3900 - accuracy: 0.8723 - val_loss: 0.6090 - val_accuracy: 0.7846 - lr: 0.0010
Epoch 19/30
2193/2193 [==============================] - ETA: 0s - loss: 0.3871 - accuracy: 0.8726
Epoch 19: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3871 - accuracy: 0.8726 - val_loss: 0.6077 - val_accuracy: 0.7837 - lr: 0.0010
Epoch 20/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.3858 - accuracy: 0.8728
Epoch 20: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3858 - accuracy: 0.8727 - val_loss: 0.6072 - val_accuracy: 0.7841 - lr: 2.0000e-04
Epoch 21/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.3863 - accuracy: 0.8736
Epoch 21: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3859 - accuracy: 0.8738 - val_loss: 0.6070 - val_accuracy: 0.7855 - lr: 2.0000e-04
Epoch 22/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.3790 - accuracy: 0.8801
Epoch 22: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3790 - accuracy: 0.8800 - val_loss: 0.6065 - val_accuracy: 0.7841 - lr: 2.0000e-04
Epoch 23/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.3807 - accuracy: 0.8791
Epoch 23: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3800 - accuracy: 0.8795 - val_loss: 0.6066 - val_accuracy: 0.7841 - lr: 2.0000e-04
Epoch 24/30
2193/2193 [==============================] - ETA: 0s - loss: 0.3835 - accuracy: 0.8751
Epoch 24: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3835 - accuracy: 0.8751 - val_loss: 0.6060 - val_accuracy: 0.7846 - lr: 2.0000e-04
Epoch 25/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.3809 - accuracy: 0.8801
Epoch 25: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3809 - accuracy: 0.8801 - val_loss: 0.6060 - val_accuracy: 0.7850 - lr: 4.0000e-05
Epoch 26/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.3813 - accuracy: 0.8774
Epoch 26: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3811 - accuracy: 0.8774 - val_loss: 0.6059 - val_accuracy: 0.7855 - lr: 4.0000e-05
Epoch 27/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.3788 - accuracy: 0.8790
Epoch 27: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3788 - accuracy: 0.8789 - val_loss: 0.6059 - val_accuracy: 0.7859 - lr: 4.0000e-05
Epoch 28/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.3823 - accuracy: 0.8764
Epoch 28: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3822 - accuracy: 0.8764 - val_loss: 0.6059 - val_accuracy: 0.7855 - lr: 4.0000e-05
Epoch 29/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.3778 - accuracy: 0.8752
Epoch 29: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3779 - accuracy: 0.8750 - val_loss: 0.6058 - val_accuracy: 0.7859 - lr: 4.0000e-05
Epoch 30/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.3797 - accuracy: 0.8759
Epoch 30: val_loss did not improve from 0.60571
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3799 - accuracy: 0.8756 - val_loss: 0.6059 - val_accuracy: 0.7859 - lr: 8.0000e-06
No description has been provided for this image
Out[14]:
6813
In [15]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1920)
(678, 7)
 73/170 [===========>..................] - ETA: 0s
2023-09-12 05:01:09.794612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:01:09.795480: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:01:09.796128: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
170/170 [==============================] - 0s 2ms/step
Out[15]:
(678, 7)
In [16]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[76  0  2 14  4  2  0]
 [ 0 76  2  8  1  5  0]
 [ 2  2 76  2  9  2  7]
 [ 7  7  2 63  8  9  2]
 [ 4  0  5  2 81  2  2]
 [ 2  1  3 14  6 66  4]
 [ 2  1  7  8  5  6 69]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.82      0.78      0.80        98
           1       0.87      0.83      0.85        92
           2       0.78      0.76      0.77       100
           3       0.57      0.64      0.60        98
           4       0.71      0.84      0.77        96
           5       0.72      0.69      0.70        96
           6       0.82      0.70      0.76        98

    accuracy                           0.75       678
   macro avg       0.76      0.75      0.75       678
weighted avg       0.76      0.75      0.75       678

MobV2 GAVG 8 Class¶

In [22]:
#### Model setup:
Extractor = 'mobV2_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam_with_decay'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 8
In [19]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'mobV2_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1280)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1280)
Shape of y_test:  (2480, 8)
Out[19]:
0
In [23]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.01)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               721408    
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 722,440
Trainable params: 722,440
Non-trainable params: 0
_________________________________________________________________
2023-09-12 05:06:45.318298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:06:45.319210: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:06:45.319807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[23]:
3840
In [24]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-12 05:06:48.833804: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 05:06:50.608540: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:06:50.609629: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:06:50.610284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:06:50.908453: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:06:50.909573: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:06:50.910239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2474/2482 [============================>.] - ETA: 0s - loss: 0.9103 - accuracy: 0.6920
2023-09-12 05:07:01.030992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:01.031685: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:01.032499: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.80617, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:07:02.387052: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:02.388049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:02.388702: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:02.504269: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:02.504953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:02.505590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:02.609085: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:02.610158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:02.610785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:02.627827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.632888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.737107: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:02.737787: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:02.738418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:02.755273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:02.853920: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:02.854944: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:02.855596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:02.870764: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:02.878285: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.883873: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:02.889802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.895126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:02.900385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.904776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.913858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.918912: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.934690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:02.945119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:02.950516: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:03.048932: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:03.049607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:03.050217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:03.155756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:03.156731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:03.157335: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:03.179442: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:03.184370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:03.189317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:03.193924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:03.293269: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:03.293962: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:03.294592: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:03.397816: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:03.398817: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:03.399440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:03.510298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:03.510974: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:03.511633: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:03.617091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:03.618222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:03.618909: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:07:03.677697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.9096 - accuracy: 0.6922 - val_loss: 0.8062 - val_accuracy: 0.7294 - lr: 0.0010
Epoch 2/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.6623 - accuracy: 0.7815
Epoch 2: val_loss improved from 0.80617 to 0.78350, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:07:14.540024: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:14.541065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:14.541705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:14.662212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:14.662930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:14.663593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:14.773358: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:14.774388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:14.775021: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:14.792795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:14.798621: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:14.906693: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:14.907420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:14.908073: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:14.925481: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:15.226564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:15.227327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:15.228161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:15.243496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:15.251031: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.256645: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:15.262870: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.268178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:15.273611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.278167: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.287531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.292975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.309122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:15.319653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.325184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.429795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:15.430774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:15.431421: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:15.539756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:15.540500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:15.541119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:15.563588: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:15.568386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:15.573564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.578317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:15.676980: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:15.677970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:15.678591: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:15.786680: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:15.787408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:15.788040: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:15.901128: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:15.901949: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:15.902690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:16.010611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:16.011316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:16.011954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:07:16.072526: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.6629 - accuracy: 0.7816 - val_loss: 0.7835 - val_accuracy: 0.7298 - lr: 0.0010
Epoch 3/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.6122 - accuracy: 0.7972
Epoch 3: val_loss improved from 0.78350 to 0.76685, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:07:26.752319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:26.753302: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:26.753943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:26.868371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:26.869062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:26.869657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:26.977451: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:26.978476: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:26.979230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:26.996448: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.001456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.106461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.107191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.107829: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:27.125761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:27.227070: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.228065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.228716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:27.244398: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:27.252045: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.257772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:27.263727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.269019: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:27.274954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.279462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.288735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.293880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.309715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:27.320174: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.325620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.427776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.428794: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.429607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:27.539611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.540379: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.541017: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:27.563789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:27.568660: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:27.573791: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.578410: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:27.681120: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.682080: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.682715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:27.787310: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.787986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.788619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:27.899658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:27.900937: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:27.901548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:28.010583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:28.011291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:28.011932: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:07:28.072879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.6122 - accuracy: 0.7970 - val_loss: 0.7669 - val_accuracy: 0.7399 - lr: 0.0010
Epoch 4/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.5796 - accuracy: 0.8073
Epoch 4: val_loss improved from 0.76685 to 0.75262, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:07:38.807315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:38.808006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:38.808875: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:38.922373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:38.923050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:38.923656: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:39.029952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:39.030808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:39.031441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:39.048628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.053892: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.427149: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:39.428098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:39.428706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:39.445608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:39.544907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:39.545593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:39.546212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:39.562161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:39.569904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.575566: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:39.581530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.586814: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:39.592207: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.596690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.606028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.611397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.627313: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:07:39.638580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.644259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.745049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:39.745713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:39.746318: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:39.853672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:39.854536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:39.855198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:39.878792: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:39.883679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:07:39.889568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.894490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:07:39.993771: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:39.994483: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:39.995112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:40.101351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:40.102282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:40.102904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:40.213964: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:40.214648: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:40.215290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:07:40.320387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:07:40.321479: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:07:40.322111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:07:40.382590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5797 - accuracy: 0.8073 - val_loss: 0.7526 - val_accuracy: 0.7484 - lr: 0.0010
Epoch 5/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.5572 - accuracy: 0.8160
Epoch 5: val_loss did not improve from 0.75262
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5574 - accuracy: 0.8158 - val_loss: 0.7542 - val_accuracy: 0.7512 - lr: 0.0010
Epoch 6/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.5456 - accuracy: 0.8198
Epoch 6: val_loss improved from 0.75262 to 0.74494, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:08:01.302653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:01.303640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:01.304261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:01.420981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:01.421629: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:01.422225: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:01.528066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:01.528926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:01.529534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:01.546583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.551548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.656425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:01.657120: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:01.657739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:01.674539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:01.774020: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:01.774952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:01.775569: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:01.790964: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:01.798420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.803916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:01.809702: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.814885: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:01.820330: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.824800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.834035: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.839123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.856478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:01.867341: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.872952: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:01.971236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:01.971886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:01.972551: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:02.083354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:02.084365: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:02.084990: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:02.108715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:02.113475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:02.118439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:02.122993: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:02.222087: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:02.222750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:02.223344: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:02.334157: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:02.335184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:02.335818: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:02.450288: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:02.450961: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:02.451577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:02.564827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:02.565778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:02.566423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:08:02.629639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5453 - accuracy: 0.8198 - val_loss: 0.7449 - val_accuracy: 0.7524 - lr: 0.0010
Epoch 7/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5327 - accuracy: 0.8215
Epoch 7: val_loss improved from 0.74494 to 0.74198, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:08:13.794346: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:13.795307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:13.795935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:13.910722: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:13.911387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:13.911981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:14.017330: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:14.018296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:14.018894: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:14.035388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.040298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.377189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:14.378111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:14.378717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:14.396009: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:14.492824: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:14.493478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:14.494097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:14.509699: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:14.517200: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.522661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:14.528349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.533466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:14.538727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.543084: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.552294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.557412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.572940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:14.586628: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.592868: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.693950: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:14.694622: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:14.695245: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:14.804273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:14.805325: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:14.805982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:14.829750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:14.834785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:14.840279: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.845126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:14.944757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:14.945425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:14.946044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:15.052516: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:15.053541: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:15.054194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:15.166557: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:15.167283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:15.167931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:15.276302: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:15.277273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:15.277917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:08:15.340550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5321 - accuracy: 0.8218 - val_loss: 0.7420 - val_accuracy: 0.7581 - lr: 0.0010
Epoch 8/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5230 - accuracy: 0.8296
Epoch 8: val_loss improved from 0.74198 to 0.73701, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:08:26.298838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:26.299752: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:26.300399: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:26.418816: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:26.419538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:26.420214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:26.529139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:26.530093: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:26.530769: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:26.549309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.554754: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.657082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:26.657775: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:26.658406: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:26.675380: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:26.776121: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:26.776897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:26.777657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:26.793041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:26.800742: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.806353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:26.812216: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.817431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:26.822887: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.827383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.836675: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.841799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.857946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:26.868432: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.873884: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:26.974951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:26.975665: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:26.976310: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:27.085808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:27.086700: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:27.087318: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:27.110359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:27.115116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:27.120178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:27.124713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:27.224340: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:27.225042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:27.225679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:27.333008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:27.333989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:27.334673: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:27.449112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:27.449801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:27.450441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:27.554612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:27.555423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:27.556132: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:08:27.616309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5231 - accuracy: 0.8296 - val_loss: 0.7370 - val_accuracy: 0.7573 - lr: 0.0010
Epoch 9/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.5116 - accuracy: 0.8330
Epoch 9: val_loss did not improve from 0.73701
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5115 - accuracy: 0.8331 - val_loss: 0.7398 - val_accuracy: 0.7544 - lr: 0.0010
Epoch 10/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5093 - accuracy: 0.8374
Epoch 10: val_loss improved from 0.73701 to 0.73584, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:08:49.557251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:49.559474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:49.560129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:49.675104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:49.675810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:49.676439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.011744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.012712: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.013352: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.030572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.035712: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.140783: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.141469: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.142091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.159134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:50.258207: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.259233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.259864: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.275213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:50.282820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.288437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:50.295079: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.303253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:50.310758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.316287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.326997: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.333187: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.350856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:08:50.362871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.369212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.469388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.470230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.470821: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.578123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.578837: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.579446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.602433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:50.607316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:08:50.612431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.617190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:08:50.718775: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.719768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.720380: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.824622: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.825317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.825930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:50.938823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:50.939768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:50.940423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:08:51.051737: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:08:51.052495: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:08:51.053123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:08:51.116847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5093 - accuracy: 0.8374 - val_loss: 0.7358 - val_accuracy: 0.7548 - lr: 0.0010
Epoch 11/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.4986 - accuracy: 0.8380
Epoch 11: val_loss did not improve from 0.73584
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4986 - accuracy: 0.8380 - val_loss: 0.7370 - val_accuracy: 0.7544 - lr: 0.0010
Epoch 12/30
2482/2482 [==============================] - ETA: 0s - loss: 0.4903 - accuracy: 0.8393
Epoch 12: val_loss did not improve from 0.73584
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4903 - accuracy: 0.8393 - val_loss: 0.7361 - val_accuracy: 0.7556 - lr: 0.0010
Epoch 13/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.4916 - accuracy: 0.8390
Epoch 13: val_loss did not improve from 0.73584
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4914 - accuracy: 0.8391 - val_loss: 0.7392 - val_accuracy: 0.7524 - lr: 0.0010
Epoch 14/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.4846 - accuracy: 0.8434
Epoch 14: val_loss improved from 0.73584 to 0.73486, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:09:34.065101: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.066066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.066681: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.181115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.181813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.182431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.284089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.285036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.285661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.302027: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.306926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.409148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.409842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.410467: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.426988: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:09:34.524011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.525058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.525669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.540158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:09:34.547426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.552827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:09:34.558580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.563766: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:09:34.569151: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.573571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.582600: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.587593: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.603246: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:09:34.613397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.618585: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.715068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.715717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.716327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.822806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.823790: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.824445: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:34.846377: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:09:34.850992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:09:34.855887: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.860374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:09:34.955497: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:34.956135: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:34.956747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:35.058999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:35.060006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:35.060623: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:35.166050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:35.166693: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:35.167294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:09:35.269859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:09:35.270645: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:09:35.271413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:09:35.330005: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.4839 - accuracy: 0.8439 - val_loss: 0.7349 - val_accuracy: 0.7573 - lr: 0.0010
Epoch 15/30
2468/2482 [============================>.] - ETA: 0s - loss: 0.4812 - accuracy: 0.8452
Epoch 15: val_loss did not improve from 0.73486
2482/2482 [==============================] - 10s 4ms/step - loss: 0.4803 - accuracy: 0.8455 - val_loss: 0.7361 - val_accuracy: 0.7565 - lr: 0.0010
Epoch 16/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.4772 - accuracy: 0.8467
Epoch 16: val_loss did not improve from 0.73486
2482/2482 [==============================] - 10s 4ms/step - loss: 0.4773 - accuracy: 0.8466 - val_loss: 0.7352 - val_accuracy: 0.7536 - lr: 0.0010
Epoch 17/30
2469/2482 [============================>.] - ETA: 0s - loss: 0.4669 - accuracy: 0.8481
Epoch 17: val_loss did not improve from 0.73486
2482/2482 [==============================] - 10s 4ms/step - loss: 0.4670 - accuracy: 0.8480 - val_loss: 0.7360 - val_accuracy: 0.7556 - lr: 0.0010
Epoch 18/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.4650 - accuracy: 0.8495
Epoch 18: val_loss improved from 0.73486 to 0.73475, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:10:16.666456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:16.667537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:16.668206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.023234: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.024303: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.024953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.135481: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.136230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.136881: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.154455: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.159540: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.275437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.276447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.277089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.294440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:10:17.398422: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.399140: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.399761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.414755: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:10:17.422342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.427940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:10:17.433801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.439111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:10:17.444427: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.448917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.458931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.464101: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.480804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:10:17.491653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.496982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.594250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.594954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.595570: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.700675: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.701577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.702202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.724417: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:10:17.729198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:10:17.734191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.738756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:10:17.835885: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.836590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.837204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:17.940067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:17.940856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:17.941608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:18.049687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:18.050367: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:18.050977: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:10:18.154558: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:10:18.155418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:10:18.156046: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:10:18.214695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.4654 - accuracy: 0.8494 - val_loss: 0.7348 - val_accuracy: 0.7569 - lr: 0.0010
Epoch 19/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.4637 - accuracy: 0.8499
Epoch 19: val_loss did not improve from 0.73475
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4646 - accuracy: 0.8496 - val_loss: 0.7377 - val_accuracy: 0.7512 - lr: 0.0010
Epoch 20/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.4621 - accuracy: 0.8532
Epoch 20: val_loss did not improve from 0.73475
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4617 - accuracy: 0.8534 - val_loss: 0.7367 - val_accuracy: 0.7540 - lr: 0.0010
Epoch 21/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4609 - accuracy: 0.8511
Epoch 21: val_loss did not improve from 0.73475
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4616 - accuracy: 0.8509 - val_loss: 0.7376 - val_accuracy: 0.7577 - lr: 0.0010
Epoch 22/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.4563 - accuracy: 0.8516
Epoch 22: val_loss did not improve from 0.73475
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4559 - accuracy: 0.8518 - val_loss: 0.7354 - val_accuracy: 0.7548 - lr: 0.0010
Epoch 23/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.4509 - accuracy: 0.8594
Epoch 23: val_loss did not improve from 0.73475
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4511 - accuracy: 0.8593 - val_loss: 0.7351 - val_accuracy: 0.7552 - lr: 0.0010
Epoch 24/30
2482/2482 [==============================] - ETA: 0s - loss: 0.4459 - accuracy: 0.8580
Epoch 24: val_loss improved from 0.73475 to 0.73465, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:11:23.864741: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:23.865829: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:23.866498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:23.984511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:23.985232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:23.985896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.094432: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.095353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.095991: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.113081: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.118217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.223326: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.224023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.224634: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.241534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:24.344568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.347331: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.347959: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.365217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:24.373899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.380494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:24.387433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.393652: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:24.400078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.405581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.416572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.422795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.440329: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:24.450910: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.456228: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.555758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.557013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.557735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.681450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.682185: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.682831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.706247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:11:24.711188: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:11:24.716910: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.721750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:24.826504: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.827513: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.828125: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:24.938579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:24.940560: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:24.941204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:25.063397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:25.064363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:25.065021: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:25.180579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:25.181258: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:25.181882: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:11:25.244111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4459 - accuracy: 0.8580 - val_loss: 0.7347 - val_accuracy: 0.7548 - lr: 2.0000e-04
Epoch 25/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.4493 - accuracy: 0.8563
Epoch 25: val_loss improved from 0.73465 to 0.73464, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:11:36.711639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:36.712703: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:36.713332: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:36.831151: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:36.831826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:36.832496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:36.942658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:36.943720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:36.944400: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:36.962107: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:36.967129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.069807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.070498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.071116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.088366: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:37.190479: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.191483: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.192146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.208042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:37.215888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.221690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:37.227644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.232949: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:37.238539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.243195: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.252671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.257991: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.275191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:37.285902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.291299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.394001: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.394924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.395576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.504049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.504727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.505354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.527486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:11:37.532270: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:11:37.537307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.541959: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:37.643347: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.644359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.644980: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.753958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.754645: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.755279: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.870203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.870992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.871798: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:37.980413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:37.981122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:37.981757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:11:38.042747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4495 - accuracy: 0.8563 - val_loss: 0.7346 - val_accuracy: 0.7556 - lr: 2.0000e-04
Epoch 26/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4487 - accuracy: 0.8554
Epoch 26: val_loss improved from 0.73464 to 0.73461, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:11:49.073473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.074595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.075250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.186198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.186857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.187447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.293312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.294303: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.294939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.311806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.316862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.420946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.421643: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.422273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.438979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:49.538782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.539772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.540412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.555562: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:49.563163: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.568838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:49.574661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.579951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:49.585537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.590218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.599694: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.604880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.620948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:11:49.631555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.636960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.738835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.739511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.740500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.849518: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.850221: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.850862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:49.873422: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:11:49.878150: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:11:49.883243: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.887885: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:11:49.987986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:49.988846: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:49.989472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:50.096976: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:50.097672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:50.098327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:50.211572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:50.212502: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:50.213161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:11:50.333409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:11:50.334090: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:11:50.334727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:11:50.397327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.4488 - accuracy: 0.8554 - val_loss: 0.7346 - val_accuracy: 0.7565 - lr: 2.0000e-04
Epoch 27/30
2469/2482 [============================>.] - ETA: 0s - loss: 0.4521 - accuracy: 0.8551
Epoch 27: val_loss did not improve from 0.73461
2482/2482 [==============================] - 10s 4ms/step - loss: 0.4511 - accuracy: 0.8554 - val_loss: 0.7347 - val_accuracy: 0.7560 - lr: 2.0000e-04
Epoch 28/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.4518 - accuracy: 0.8559
Epoch 28: val_loss did not improve from 0.73461
2482/2482 [==============================] - 10s 4ms/step - loss: 0.4514 - accuracy: 0.8560 - val_loss: 0.7347 - val_accuracy: 0.7548 - lr: 2.0000e-04
Epoch 29/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.4454 - accuracy: 0.8555
Epoch 29: val_loss improved from 0.73461 to 0.73445, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:12:21.964929: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:21.966058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:21.966704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:22.433734: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:22.434700: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:22.435333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:22.541277: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:22.541965: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:22.542608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:22.559872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.564876: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.667473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:22.668235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:22.669060: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:22.685646: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:22.783166: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:22.783819: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:22.784444: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:22.799343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:22.806744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.812264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:22.818044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.823298: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:22.828603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.833056: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.842267: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.847425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.863433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:22.874656: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.880182: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:22.978751: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:22.979455: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:22.980072: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:23.088975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:23.089976: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:23.090610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:23.112968: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:12:23.117742: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:12:23.122780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:23.127358: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:23.225744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:23.226471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:23.227115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:23.335428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:23.336440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:23.337063: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:23.451299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:23.451981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:23.452606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:23.559784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:23.560723: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:23.561352: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:12:23.622363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4456 - accuracy: 0.8553 - val_loss: 0.7345 - val_accuracy: 0.7556 - lr: 2.0000e-04
Epoch 30/30
2482/2482 [==============================] - ETA: 0s - loss: 0.4514 - accuracy: 0.8572
Epoch 30: val_loss improved from 0.73445 to 0.73444, saving model to lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:12:34.640930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:34.641687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:34.642511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:34.754739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:34.755417: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:34.756017: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:34.859465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:34.860218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:34.861047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:34.877507: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:34.882435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:34.983599: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:34.984299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:34.984929: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.001433: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:35.097815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.098800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.099421: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.114214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:35.122068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.127559: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:35.133347: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.138481: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:35.143876: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.148350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.157492: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.162587: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.178498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:12:35.188819: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.194047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.291570: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.292281: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.292880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.399210: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.400226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.400844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.422953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:12:35.427665: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:12:35.432646: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.437209: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:12:35.534907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.535611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.536225: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.639389: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.640141: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.640940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.750218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.750940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.751570: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:12:35.855934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:12:35.856860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:12:35.857478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:12:35.916208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.4514 - accuracy: 0.8572 - val_loss: 0.7344 - val_accuracy: 0.7552 - lr: 2.0000e-04
No description has been provided for this image
Out[24]:
21061
In [25]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1280)
(778, 8)
 73/195 [==========>...................] - ETA: 0s
2023-09-12 05:13:38.761908: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:13:38.762848: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:13:38.763460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
195/195 [==============================] - 0s 1ms/step
Out[25]:
(778, 8)
In [26]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[74  0  3 12  2  1  3  3]
 [ 0 77  3  8  1  3  0  0]
 [ 6  2 75  0  5  2  4  6]
 [ 9  8  2 58  5  2  6  8]
 [ 3  2  4  3 70  4  3  7]
 [ 1  4  3 15  6 64  1  2]
 [ 2  0  4 10  5  4 70  3]
 [ 2  5  6  4  5  3  3 72]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.76      0.76      0.76        98
           1       0.79      0.84      0.81        92
           2       0.75      0.75      0.75       100
           3       0.53      0.59      0.56        98
           4       0.71      0.73      0.72        96
           5       0.77      0.67      0.72        96
           6       0.78      0.71      0.74        98
           7       0.71      0.72      0.72       100

    accuracy                           0.72       778
   macro avg       0.72      0.72      0.72       778
weighted avg       0.72      0.72      0.72       778

Dens201 GAVG 8 Class¶

In [10]:
#### Model setup:
Extractor = 'dens201_gavg8class'
Layer = '128_unit'
Optimizer = 'Adam_with_decay'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 8
In [11]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir, 'dens201_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1920)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1920)
Shape of y_test:  (2480, 8)
Out[11]:
0
In [12]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(128, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

adam = Adam(decay = 0.01)
mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer=adam ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 128)               1049088   
                                                                 
 dense (Dense)               (None, 8)                 1032      
                                                                 
=================================================================
Total params: 1,050,120
Trainable params: 1,050,120
Non-trainable params: 0
_________________________________________________________________
2023-09-12 05:21:18.421324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:18.422245: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:18.422866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[12]:
0
In [13]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-12 05:21:21.558121: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3049267200 exceeds 10% of free system memory.
2023-09-12 05:21:23.231928: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3049267200 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 05:21:24.401487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:24.402546: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:24.403204: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:24.700127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:24.701156: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:24.701801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
  25/2482 [..............................] - ETA: 10s - loss: 2.2466 - accuracy: 0.1400     
2023-09-12 05:21:25.064649: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2472/2482 [============================>.] - ETA: 0s - loss: 0.9080 - accuracy: 0.6967
2023-09-12 05:21:35.779900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:35.780937: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:35.781578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 0.80987, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:21:37.337572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:37.338654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:37.339367: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:37.458498: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:37.459181: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:37.459811: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:37.571688: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:37.573226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:37.573877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:37.591533: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.597103: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.699358: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:37.700010: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:37.700612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:37.718322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:37.819415: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:37.820144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:37.820905: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:37.836227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:37.843697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.849226: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:37.855153: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.860335: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:37.865737: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.870198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.879374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.884583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.918780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:37.929713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:37.935029: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:38.039506: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:38.040663: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:38.041465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:38.147978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:38.148634: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:38.149210: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:38.171087: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:21:38.176139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:21:38.181469: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:38.186345: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:38.291059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:38.292042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:38.292674: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:38.398690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:38.399354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:38.399968: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:38.510294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:38.511337: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:38.511954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:38.738115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:38.739059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:38.739681: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:21:38.802287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 15s 6ms/step - loss: 0.9076 - accuracy: 0.6969 - val_loss: 0.8099 - val_accuracy: 0.7234 - lr: 0.0010
Epoch 2/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.6550 - accuracy: 0.7819
Epoch 2: val_loss improved from 0.80987 to 0.75754, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:21:49.762736: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:49.763491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:49.764316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:49.877041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:49.877714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:49.878326: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:49.982099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:49.983136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:49.983781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.000383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.005382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.108286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.108971: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.109573: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.125979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:50.222779: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.223780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.224428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.239297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:50.246709: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.252273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:50.258289: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.263474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:50.268902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.273369: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.283218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.288544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.304625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:21:50.315050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.322806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.423437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.424156: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.425170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.535103: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.535828: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.536462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.559221: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:21:50.564260: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:21:50.569598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.574475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:21:50.675844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.676857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.677471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.782650: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.783375: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.783990: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:50.895987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:50.896938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:50.897541: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:21:51.003844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:21:51.004546: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:21:51.005179: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:21:51.068667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.6548 - accuracy: 0.7819 - val_loss: 0.7575 - val_accuracy: 0.7415 - lr: 0.0010
Epoch 3/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.6030 - accuracy: 0.8004
Epoch 3: val_loss improved from 0.75754 to 0.74709, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:22:02.409988: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:02.410765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:02.411713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:02.527939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:02.528651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:02.529263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:02.635313: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:02.636339: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:02.636973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:02.654409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.659446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.763109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:02.763820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:02.764451: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:02.781078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:02.883568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:02.884587: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:02.885239: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:02.900701: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:02.908241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.913885: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:02.919888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.925108: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:02.930603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.935119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.944569: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.949928: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.966107: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:02.976609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:02.981982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:03.083227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:03.083919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:03.084957: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:03.193251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:03.193940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:03.194585: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:03.217515: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:03.222554: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:03.228012: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:03.232894: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:03.597293: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:03.598261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:03.598887: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:03.705683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:03.706423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:03.707066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:03.819131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:03.819972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:03.820604: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:03.929115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:03.929831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:03.930480: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:22:03.990202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.6032 - accuracy: 0.8001 - val_loss: 0.7471 - val_accuracy: 0.7395 - lr: 0.0010
Epoch 4/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.5709 - accuracy: 0.8150
Epoch 4: val_loss improved from 0.74709 to 0.74527, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:22:15.273080: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:15.274109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:15.274733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:15.395079: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:15.395761: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:15.396389: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:15.504601: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:15.505609: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:15.506229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:15.523557: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.528642: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.634856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:15.635558: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:15.636191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:15.652863: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:15.751687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:15.752699: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:15.753297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:15.768324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:15.775815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.781312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:15.786990: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.792004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:15.797258: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.801580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.810647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.815857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.831588: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:15.841757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.846784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:15.940781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:15.941428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:15.942034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:16.045159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:16.046190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:16.046819: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:16.068707: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:16.073371: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:16.078382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:16.082924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:16.179127: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:16.179752: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:16.180344: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:16.282520: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:16.283565: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:16.284153: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:16.393203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:16.393901: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:16.394522: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:16.498279: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:16.499285: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:16.499902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:22:16.557573: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5704 - accuracy: 0.8152 - val_loss: 0.7453 - val_accuracy: 0.7440 - lr: 0.0010
Epoch 5/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5559 - accuracy: 0.8189
Epoch 5: val_loss improved from 0.74527 to 0.73293, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:22:27.791229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:27.793148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:27.793831: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:27.911535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:27.912253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:27.912897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:28.023092: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:28.023881: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:28.024511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:28.040849: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.045719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.144331: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:28.145004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:28.145601: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:28.161582: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:28.255971: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:28.256842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:28.257459: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:28.272008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:28.279394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.284818: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:28.290563: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.295637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:28.303232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.308555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.537621: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.546531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.563297: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:28.574162: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.579734: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.677219: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:28.677896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:28.678499: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:28.786714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:28.787660: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:28.788337: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:28.811668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:28.816658: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:28.821955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.826646: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:28.925491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:28.926201: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:28.926819: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:29.033386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:29.034350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:29.034991: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:29.145354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:29.146034: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:29.146634: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:29.254014: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:29.254918: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:29.255568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:22:29.316270: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5559 - accuracy: 0.8189 - val_loss: 0.7329 - val_accuracy: 0.7456 - lr: 0.0010
Epoch 6/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.5364 - accuracy: 0.8265
Epoch 6: val_loss improved from 0.73293 to 0.73113, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:22:40.777989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:40.779094: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:40.779804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:40.903510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:40.904210: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:40.904856: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.015057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.016122: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.016768: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.034735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.040079: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.147163: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.147852: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.148719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.165909: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:41.267471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.268539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.269189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.285258: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:41.293138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.299170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:41.305670: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.311077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:41.316691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.321285: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.330936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.336464: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.353059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:41.363991: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.369556: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.474086: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.475319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.476220: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.588493: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.589233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.589879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.614135: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:41.619118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:41.624280: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.629095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:41.732818: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.733686: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.734480: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.844191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.844915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.845568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:41.958613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:41.959653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:41.960284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:42.069860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:42.070598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:42.071249: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:22:42.132327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5366 - accuracy: 0.8264 - val_loss: 0.7311 - val_accuracy: 0.7476 - lr: 0.0010
Epoch 7/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.5193 - accuracy: 0.8319
Epoch 7: val_loss improved from 0.73113 to 0.72857, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:22:53.531396: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:53.532719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:53.533388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:53.650758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:53.651415: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:53.651994: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:53.967871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:53.968891: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:53.969513: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:53.986854: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:53.991999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.097424: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.098151: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.098799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:54.116678: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:54.216488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.217441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.218064: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:54.233785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:54.241306: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.246999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:54.253146: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.258390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:54.263813: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.268465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.277931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.283246: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.300322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:22:54.311069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.316613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.419082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.419835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.420552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:54.533177: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.533871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.534506: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:54.557408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:54.562969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:22:54.569759: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.575308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:22:54.683717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.684607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.685230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:54.789700: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.790394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.791006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:54.903638: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:54.904518: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:54.905142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:22:55.011508: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:22:55.012203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:22:55.012815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:22:55.071855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5190 - accuracy: 0.8320 - val_loss: 0.7286 - val_accuracy: 0.7488 - lr: 0.0010
Epoch 8/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.5197 - accuracy: 0.8302
Epoch 8: val_loss improved from 0.72857 to 0.72312, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:23:06.797055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:06.797993: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:06.798653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:06.926464: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:06.927213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:06.927862: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.038637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.039616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.040256: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.057979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.063242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.169494: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.170203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.170845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.187766: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:07.290789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.291736: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.292450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.309705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:07.317777: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.323893: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:07.330083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.335500: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:07.341141: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.345812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.356011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.361463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.378056: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:07.388945: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.394409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.497303: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.498160: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.498804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.609488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.610205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.610864: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.634411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:23:07.639973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:23:07.645354: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.650071: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:07.752947: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.753891: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.754544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.862632: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.863374: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.864024: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:07.976833: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:07.977608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:07.978484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:08.084087: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:08.084791: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:08.085440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:23:08.145680: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5201 - accuracy: 0.8299 - val_loss: 0.7231 - val_accuracy: 0.7492 - lr: 0.0010
Epoch 9/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.5044 - accuracy: 0.8352
Epoch 9: val_loss did not improve from 0.72312
2482/2482 [==============================] - 11s 5ms/step - loss: 0.5045 - accuracy: 0.8352 - val_loss: 0.7252 - val_accuracy: 0.7504 - lr: 0.0010
Epoch 10/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.4995 - accuracy: 0.8381
Epoch 10: val_loss improved from 0.72312 to 0.71925, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:23:31.554411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:31.555296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:31.555946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:31.669718: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:31.670390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:31.671018: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:31.775109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:31.775970: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:31.776581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:31.793625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:31.798679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:31.902001: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:31.902689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:31.903311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:31.919882: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:32.020829: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.021771: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.022394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:32.037848: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:32.045779: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.051537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:32.057598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.062994: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:32.068644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.073308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.083005: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.088449: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.105860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:32.116635: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.122057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.223916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.224867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.225490: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:32.336616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.337322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.337934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:32.361431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:23:32.366205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:23:32.371333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.376083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:32.477908: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.478803: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.479439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:32.585732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.586430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.587050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:32.696931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.697826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.698461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:32.800647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:32.801330: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:32.801926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:23:32.860437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5001 - accuracy: 0.8380 - val_loss: 0.7192 - val_accuracy: 0.7560 - lr: 0.0010
Epoch 11/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.4925 - accuracy: 0.8394
Epoch 11: val_loss did not improve from 0.71925
2482/2482 [==============================] - 11s 5ms/step - loss: 0.4924 - accuracy: 0.8396 - val_loss: 0.7196 - val_accuracy: 0.7544 - lr: 0.0010
Epoch 12/30
2482/2482 [==============================] - ETA: 0s - loss: 0.4838 - accuracy: 0.8441
Epoch 12: val_loss improved from 0.71925 to 0.71888, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:23:55.770899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:55.771965: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:55.772620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:55.889141: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:55.889802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:55.890401: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:55.999265: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.000211: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.000860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:56.018368: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.023538: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.129788: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.130456: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.131098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:56.147729: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:56.250991: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.251946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.252610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:56.268300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:56.276018: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.281654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:56.287662: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.292939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:56.298466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.303119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.312511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.317747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.334435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:23:56.345057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.350357: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.449917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.450611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.451213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:56.560847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.561798: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.562408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:56.584377: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:23:56.589009: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:23:56.593940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.598376: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:23:56.696420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.697090: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.697721: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:56.802641: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:56.803583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:56.804185: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:57.186307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:57.187232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:57.187847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:23:57.293804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:23:57.294521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:23:57.295155: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:23:57.357144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4838 - accuracy: 0.8441 - val_loss: 0.7189 - val_accuracy: 0.7544 - lr: 0.0010
Epoch 13/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.4848 - accuracy: 0.8417
Epoch 13: val_loss improved from 0.71888 to 0.71619, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:24:08.879843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:08.880860: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:08.881525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:08.998954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:08.999692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.000345: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.108086: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.109005: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.109647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.126811: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.132548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.236235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.236968: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.237612: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.254552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:24:09.355072: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.355859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.356598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.372174: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:24:09.379691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.385262: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:24:09.391112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.396360: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:24:09.401829: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.406333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.415659: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.420809: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.436887: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:24:09.447530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.452935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.553442: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.554176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.554824: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.663568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.664535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.665159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.687336: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:24:09.692092: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:24:09.697170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.701797: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:24:09.799247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.799930: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.800558: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:09.904839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:09.905705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:09.906310: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:10.019954: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:10.020683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:10.021310: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:24:10.130431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:24:10.131301: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:24:10.131917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:24:10.192984: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4854 - accuracy: 0.8414 - val_loss: 0.7162 - val_accuracy: 0.7573 - lr: 0.0010
Epoch 14/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.4733 - accuracy: 0.8477
Epoch 14: val_loss did not improve from 0.71619
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4735 - accuracy: 0.8478 - val_loss: 0.7165 - val_accuracy: 0.7593 - lr: 0.0010
Epoch 15/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.4709 - accuracy: 0.8475
Epoch 15: val_loss did not improve from 0.71619
2482/2482 [==============================] - 11s 5ms/step - loss: 0.4697 - accuracy: 0.8481 - val_loss: 0.7175 - val_accuracy: 0.7601 - lr: 0.0010
Epoch 16/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.4659 - accuracy: 0.8510
Epoch 16: val_loss did not improve from 0.71619
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4659 - accuracy: 0.8511 - val_loss: 0.7164 - val_accuracy: 0.7577 - lr: 0.0010
Epoch 17/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.4619 - accuracy: 0.8512
Epoch 17: val_loss did not improve from 0.71619
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4620 - accuracy: 0.8512 - val_loss: 0.7169 - val_accuracy: 0.7593 - lr: 0.0010
Epoch 18/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.4612 - accuracy: 0.8509
Epoch 18: val_loss improved from 0.71619 to 0.71509, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:25:06.185845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:06.186909: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:06.187626: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:06.311292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:06.312022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:06.312693: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:06.423291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:06.424206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:06.424987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:06.442633: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.447792: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.555530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:06.556221: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:06.556898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:06.574434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:06.678180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:06.679062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:06.679717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:06.695804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:06.703477: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.709450: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:06.715841: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.721404: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:06.727359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.732080: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.742651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.748202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.765039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:06.776042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.781639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:06.884799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:06.885535: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:06.886206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:07.226731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:07.227694: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:07.228350: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:07.251719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:25:07.256735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:25:07.261967: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:07.266912: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:07.370242: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:07.370960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:07.371608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:07.480326: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:07.481197: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:07.481863: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:07.595489: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:07.596225: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:07.596870: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:07.704848: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:07.705575: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:07.706305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:25:07.767465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4613 - accuracy: 0.8506 - val_loss: 0.7151 - val_accuracy: 0.7601 - lr: 0.0010
Epoch 19/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.4587 - accuracy: 0.8503
Epoch 19: val_loss did not improve from 0.71509
2482/2482 [==============================] - 11s 5ms/step - loss: 0.4585 - accuracy: 0.8504 - val_loss: 0.7151 - val_accuracy: 0.7609 - lr: 0.0010
Epoch 20/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4551 - accuracy: 0.8553
Epoch 20: val_loss did not improve from 0.71509
2482/2482 [==============================] - 12s 5ms/step - loss: 0.4554 - accuracy: 0.8552 - val_loss: 0.7152 - val_accuracy: 0.7633 - lr: 0.0010
Epoch 21/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.4512 - accuracy: 0.8547
Epoch 21: val_loss did not improve from 0.71509
2482/2482 [==============================] - 11s 5ms/step - loss: 0.4516 - accuracy: 0.8544 - val_loss: 0.7159 - val_accuracy: 0.7593 - lr: 0.0010
Epoch 22/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.4502 - accuracy: 0.8549
Epoch 22: val_loss improved from 0.71509 to 0.71444, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:25:53.768055: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:53.768988: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:53.769608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:53.883506: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:53.884175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:53.884779: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:53.988016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:53.989006: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:53.989630: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.007808: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.013763: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.122865: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.123534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.124178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.142227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:54.244943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.245918: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.246525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.262518: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:54.270363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.276744: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:54.282922: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.288413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:54.294139: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.298897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.309329: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.314919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.331449: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:25:54.342257: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.347692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.448720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.449610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.450213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.557513: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.558169: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.558762: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.581578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:25:54.586503: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:25:54.591854: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.596638: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:25:54.699420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.700356: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.700958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.809036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.809705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.810317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:54.923841: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:54.924857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:54.925466: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:25:55.032936: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:25:55.033610: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:25:55.034230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:25:55.093579: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4504 - accuracy: 0.8548 - val_loss: 0.7144 - val_accuracy: 0.7593 - lr: 0.0010
Epoch 23/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.4453 - accuracy: 0.8539
Epoch 23: val_loss improved from 0.71444 to 0.71437, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:26:06.914489: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:06.915503: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:06.916103: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.034387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:07.035115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:07.035747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.143897: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:07.144750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:07.145447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.162708: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.168066: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.273477: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:07.274176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:07.274806: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.292009: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:07.604212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:07.605182: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:07.605781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.620830: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:07.628263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.633807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:07.639721: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.645015: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:07.650353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.654845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.664067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.669221: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.685161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:07.695571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.700917: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.801811: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:07.802472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:07.803074: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.912468: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:07.913435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:07.914062: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:07.936364: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:26:07.941039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:26:07.946031: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:07.950687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:08.051418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:08.052078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:08.052713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:08.158023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:08.158931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:08.159519: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:08.268919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:08.269601: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:08.270208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:08.377046: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:08.377902: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:08.378525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:26:08.438455: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4456 - accuracy: 0.8539 - val_loss: 0.7144 - val_accuracy: 0.7617 - lr: 0.0010
Epoch 24/30
2482/2482 [==============================] - ETA: 0s - loss: 0.4405 - accuracy: 0.8579
Epoch 24: val_loss improved from 0.71437 to 0.71187, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:26:19.919827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:19.921184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:19.922028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.045435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.048597: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.049282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.155335: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.155989: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.156935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.173531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.178491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.282441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.283138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.283733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.303483: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:20.405264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.406321: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.406972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.422192: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:20.432901: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.438653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:20.444586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.449765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:20.455148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.459616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.468847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.473998: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.490044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:26:20.500441: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.505642: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.603327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.603981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.604594: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.708981: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.710036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.710654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.732412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:26:20.737093: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:26:20.742067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.746606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:26:20.844704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.845372: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.845987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:20.947775: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:20.948754: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:20.949370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:21.056222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:21.056912: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:21.057537: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:26:21.160215: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:26:21.161203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:26:21.161823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:26:21.219667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4405 - accuracy: 0.8579 - val_loss: 0.7119 - val_accuracy: 0.7625 - lr: 0.0010
Epoch 25/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.4380 - accuracy: 0.8597
Epoch 25: val_loss did not improve from 0.71187
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4385 - accuracy: 0.8597 - val_loss: 0.7119 - val_accuracy: 0.7609 - lr: 0.0010
Epoch 26/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.4381 - accuracy: 0.8623
Epoch 26: val_loss did not improve from 0.71187
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4380 - accuracy: 0.8623 - val_loss: 0.7131 - val_accuracy: 0.7621 - lr: 0.0010
Epoch 27/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4356 - accuracy: 0.8585
Epoch 27: val_loss did not improve from 0.71187
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4363 - accuracy: 0.8584 - val_loss: 0.7130 - val_accuracy: 0.7601 - lr: 0.0010
Epoch 28/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.4298 - accuracy: 0.8630
Epoch 28: val_loss did not improve from 0.71187
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4298 - accuracy: 0.8632 - val_loss: 0.7124 - val_accuracy: 0.7633 - lr: 0.0010
Epoch 29/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.4317 - accuracy: 0.8631
Epoch 29: val_loss improved from 0.71187 to 0.71170, saving model to lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau
2023-09-12 05:27:16.480805: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:16.481825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:16.482451: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:16.591619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:16.592259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:16.592843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:16.693323: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:16.694263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:16.694846: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:16.711007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.715799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.813982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:16.814637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:16.815258: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:16.831582: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:27:16.926105: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:16.927108: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:16.927710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:16.942323: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:27:16.949594: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.954901: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:27:16.960467: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.965497: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:27:16.970623: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.974906: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.983811: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:16.988728: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:17.004307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:27:17.014347: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:17.019383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:17.114238: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:17.114889: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:17.115477: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:17.218585: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:17.219287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:17.220135: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:17.241440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:27:17.245943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:27:17.250765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:17.255158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:27:17.348469: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:17.349125: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:17.349733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:17.449839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:17.450849: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:17.451470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:17.558762: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:17.559471: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:17.560091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:27:17.662821: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:27:17.663588: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:27:17.664355: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:27:17.723403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_128_unit_4_Adam_with_decay_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.4314 - accuracy: 0.8632 - val_loss: 0.7117 - val_accuracy: 0.7617 - lr: 0.0010
Epoch 30/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.4295 - accuracy: 0.8606
Epoch 30: val_loss did not improve from 0.71170
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4292 - accuracy: 0.8609 - val_loss: 0.7118 - val_accuracy: 0.7641 - lr: 0.0010
No description has been provided for this image
Out[13]:
6813
In [14]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1920)
(778, 8)
 72/195 [==========>...................] - ETA: 0s
2023-09-12 05:28:10.493638: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:28:10.494706: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:28:10.495351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
195/195 [==============================] - 1s 2ms/step
Out[14]:
(778, 8)
In [15]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[72  2  4 12  4  2  1  1]
 [ 1 76  3  7  1  4  0  0]
 [ 1  2 74  2  7  2  7  5]
 [ 6  6  1 64  5  9  4  3]
 [ 4  0  3  3 75  1  3  7]
 [ 0  2  1 15  5 65  5  3]
 [ 1  0  6 10  3  5 70  3]
 [ 6  6  5  1  7  4  2 69]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.79      0.73      0.76        98
           1       0.81      0.83      0.82        92
           2       0.76      0.74      0.75       100
           3       0.56      0.65      0.60        98
           4       0.70      0.78      0.74        96
           5       0.71      0.68      0.69        96
           6       0.76      0.71      0.74        98
           7       0.76      0.69      0.72       100

    accuracy                           0.73       778
   macro avg       0.73      0.73      0.73       778
weighted avg       0.73      0.73      0.73       778

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Setup 4: LSTM unit 10¶

Resnet_gavg¶

In [11]:
#### Model setup:
Extractor = 'resnet_gavg'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [13]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('resnet_gavg')
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
In [16]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 10)                82360     
                                                                 
 dense (Dense)               (None, 7)                 77        
                                                                 
=================================================================
Total params: 82,437
Trainable params: 82,437
Non-trainable params: 0
_________________________________________________________________
Out[16]:
0
In [17]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
2023-04-18 14:17:35.997639: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
2023-04-18 14:17:38.060782: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
Epoch 1/30
2023-04-18 14:18:04.634226: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:428] Loaded cuDNN version 8401
2023-04-18 14:18:09.438610: I tensorflow/compiler/xla/service/service.cc:173] XLA service 0x7fe738139aa0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-04-18 14:18:09.438634: I tensorflow/compiler/xla/service/service.cc:181]   StreamExecutor device (0): GeForce GTX 1080, Compute Capability 6.1
2023-04-18 14:18:10.340722: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-04-18 14:18:16.252059: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 14:18:16.830459: I tensorflow/compiler/jit/xla_compilation_cache.cc:477] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
  29/2193 [..............................] - ETA: 8s - loss: 1.9701 - accuracy: 0.1724    
2023-04-18 14:18:17.270479: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 14:18:17.270549: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 14:18:17.277652: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 14:18:17.278782: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2193/2193 [==============================] - ETA: 0s - loss: 1.9237 - accuracy: 0.1846
2023-04-18 14:18:25.551468: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 717946880 exceeds 10% of free system memory.
2023-04-18 14:18:26.056003: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 717946880 exceeds 10% of free system memory.
Epoch 1: val_loss improved from inf to 1.92166, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 50s 6ms/step - loss: 1.9237 - accuracy: 0.1846 - val_loss: 1.9217 - val_accuracy: 0.1780 - lr: 0.0010
Epoch 2/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.8207 - accuracy: 0.2674
Epoch 2: val_loss improved from 1.92166 to 1.78012, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 1.8205 - accuracy: 0.2673 - val_loss: 1.7801 - val_accuracy: 0.2748 - lr: 0.0010
Epoch 3/30
2184/2193 [============================>.] - ETA: 0s - loss: 1.7460 - accuracy: 0.3085
Epoch 3: val_loss improved from 1.78012 to 1.75795, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.7456 - accuracy: 0.3088 - val_loss: 1.7580 - val_accuracy: 0.2880 - lr: 0.0010
Epoch 4/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.7054 - accuracy: 0.3276
Epoch 4: val_loss improved from 1.75795 to 1.68438, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 1.7059 - accuracy: 0.3273 - val_loss: 1.6844 - val_accuracy: 0.3450 - lr: 0.0010
Epoch 5/30
2189/2193 [============================>.] - ETA: 0s - loss: 1.6839 - accuracy: 0.3415
Epoch 5: val_loss improved from 1.68438 to 1.67149, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6840 - accuracy: 0.3412 - val_loss: 1.6715 - val_accuracy: 0.3368 - lr: 0.0010
Epoch 6/30
2188/2193 [============================>.] - ETA: 0s - loss: 1.6635 - accuracy: 0.3486
Epoch 6: val_loss improved from 1.67149 to 1.65098, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 1.6633 - accuracy: 0.3487 - val_loss: 1.6510 - val_accuracy: 0.3578 - lr: 0.0010
Epoch 7/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.6507 - accuracy: 0.3599
Epoch 7: val_loss did not improve from 1.65098
2193/2193 [==============================] - 9s 4ms/step - loss: 1.6507 - accuracy: 0.3601 - val_loss: 1.6532 - val_accuracy: 0.3574 - lr: 0.0010
Epoch 8/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.6326 - accuracy: 0.3656
Epoch 8: val_loss improved from 1.65098 to 1.62896, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6327 - accuracy: 0.3658 - val_loss: 1.6290 - val_accuracy: 0.3724 - lr: 0.0010
Epoch 9/30
2185/2193 [============================>.] - ETA: 0s - loss: 1.6220 - accuracy: 0.3721
Epoch 9: val_loss improved from 1.62896 to 1.61521, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 1.6219 - accuracy: 0.3722 - val_loss: 1.6152 - val_accuracy: 0.3806 - lr: 0.0010
Epoch 10/30
2183/2193 [============================>.] - ETA: 0s - loss: 1.6138 - accuracy: 0.3733
Epoch 10: val_loss improved from 1.61521 to 1.61283, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.6139 - accuracy: 0.3736 - val_loss: 1.6128 - val_accuracy: 0.4062 - lr: 0.0010
Epoch 11/30
2184/2193 [============================>.] - ETA: 0s - loss: 1.6081 - accuracy: 0.3800
Epoch 11: val_loss did not improve from 1.61283
2193/2193 [==============================] - 9s 4ms/step - loss: 1.6080 - accuracy: 0.3799 - val_loss: 1.6494 - val_accuracy: 0.3537 - lr: 0.0010
Epoch 12/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.5937 - accuracy: 0.3780
Epoch 12: val_loss improved from 1.61283 to 1.58681, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.5939 - accuracy: 0.3776 - val_loss: 1.5868 - val_accuracy: 0.4035 - lr: 0.0010
Epoch 13/30
2180/2193 [============================>.] - ETA: 0s - loss: 1.5781 - accuracy: 0.3944
Epoch 13: val_loss improved from 1.58681 to 1.57851, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 1.5788 - accuracy: 0.3935 - val_loss: 1.5785 - val_accuracy: 0.4089 - lr: 0.0010
Epoch 14/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.5780 - accuracy: 0.3862
Epoch 14: val_loss did not improve from 1.57851
2193/2193 [==============================] - 9s 4ms/step - loss: 1.5769 - accuracy: 0.3866 - val_loss: 1.6191 - val_accuracy: 0.3724 - lr: 0.0010
Epoch 15/30
2193/2193 [==============================] - ETA: 0s - loss: 1.5661 - accuracy: 0.3982
Epoch 15: val_loss did not improve from 1.57851
2193/2193 [==============================] - 9s 4ms/step - loss: 1.5661 - accuracy: 0.3982 - val_loss: 1.6004 - val_accuracy: 0.3775 - lr: 0.0010
Epoch 16/30
2188/2193 [============================>.] - ETA: 0s - loss: 1.5565 - accuracy: 0.4024
Epoch 16: val_loss did not improve from 1.57851
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5560 - accuracy: 0.4027 - val_loss: 1.6219 - val_accuracy: 0.3715 - lr: 0.0010
Epoch 17/30
2183/2193 [============================>.] - ETA: 0s - loss: 1.5511 - accuracy: 0.3990
Epoch 17: val_loss did not improve from 1.57851
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5523 - accuracy: 0.3983 - val_loss: 1.5854 - val_accuracy: 0.3902 - lr: 0.0010
Epoch 18/30
2188/2193 [============================>.] - ETA: 0s - loss: 1.5477 - accuracy: 0.4073
Epoch 18: val_loss improved from 1.57851 to 1.55914, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.5475 - accuracy: 0.4076 - val_loss: 1.5591 - val_accuracy: 0.4131 - lr: 0.0010
Epoch 19/30
2190/2193 [============================>.] - ETA: 0s - loss: 1.5438 - accuracy: 0.4142
Epoch 19: val_loss did not improve from 1.55914
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5442 - accuracy: 0.4142 - val_loss: 1.5618 - val_accuracy: 0.4048 - lr: 0.0010
Epoch 20/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.5353 - accuracy: 0.4107
Epoch 20: val_loss did not improve from 1.55914
2193/2193 [==============================] - 9s 4ms/step - loss: 1.5355 - accuracy: 0.4107 - val_loss: 1.5817 - val_accuracy: 0.3962 - lr: 0.0010
Epoch 21/30
2193/2193 [==============================] - ETA: 0s - loss: 1.5290 - accuracy: 0.4160
Epoch 21: val_loss improved from 1.55914 to 1.55357, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.5290 - accuracy: 0.4160 - val_loss: 1.5536 - val_accuracy: 0.4108 - lr: 0.0010
Epoch 22/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.5229 - accuracy: 0.4174
Epoch 22: val_loss did not improve from 1.55357
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5230 - accuracy: 0.4173 - val_loss: 1.6530 - val_accuracy: 0.3647 - lr: 0.0010
Epoch 23/30
2182/2193 [============================>.] - ETA: 0s - loss: 1.5225 - accuracy: 0.4199
Epoch 23: val_loss did not improve from 1.55357
2193/2193 [==============================] - 9s 4ms/step - loss: 1.5231 - accuracy: 0.4201 - val_loss: 1.6104 - val_accuracy: 0.4003 - lr: 0.0010
Epoch 24/30
2191/2193 [============================>.] - ETA: 0s - loss: 1.5156 - accuracy: 0.4205
Epoch 24: val_loss did not improve from 1.55357
2193/2193 [==============================] - 9s 4ms/step - loss: 1.5154 - accuracy: 0.4207 - val_loss: 1.6106 - val_accuracy: 0.3889 - lr: 0.0010
Epoch 25/30
2182/2193 [============================>.] - ETA: 0s - loss: 1.5186 - accuracy: 0.4220
Epoch 25: val_loss improved from 1.55357 to 1.55151, saving model to lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_resnet_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.5184 - accuracy: 0.4219 - val_loss: 1.5515 - val_accuracy: 0.4076 - lr: 0.0010
Epoch 26/30
2184/2193 [============================>.] - ETA: 0s - loss: 1.5123 - accuracy: 0.4233
Epoch 26: val_loss did not improve from 1.55151
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5124 - accuracy: 0.4234 - val_loss: 1.5759 - val_accuracy: 0.3939 - lr: 0.0010
Epoch 27/30
2188/2193 [============================>.] - ETA: 0s - loss: 1.5030 - accuracy: 0.4237
Epoch 27: val_loss did not improve from 1.55151
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5031 - accuracy: 0.4233 - val_loss: 1.5560 - val_accuracy: 0.4135 - lr: 0.0010
Epoch 28/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.4994 - accuracy: 0.4265
Epoch 28: val_loss did not improve from 1.55151
2193/2193 [==============================] - 10s 4ms/step - loss: 1.4987 - accuracy: 0.4270 - val_loss: 1.6126 - val_accuracy: 0.3811 - lr: 0.0010
Epoch 29/30
2193/2193 [==============================] - ETA: 0s - loss: 1.5047 - accuracy: 0.4280
Epoch 29: val_loss did not improve from 1.55151
2193/2193 [==============================] - 10s 4ms/step - loss: 1.5047 - accuracy: 0.4280 - val_loss: 1.5606 - val_accuracy: 0.4076 - lr: 0.0010
Epoch 30/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.4936 - accuracy: 0.4374
Epoch 30: val_loss did not improve from 1.55151
2193/2193 [==============================] - 10s 4ms/step - loss: 1.4938 - accuracy: 0.4376 - val_loss: 1.6281 - val_accuracy: 0.3838 - lr: 0.0010
No description has been provided for this image
In [19]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('resnet_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
170/170 [==============================] - 1s 2ms/step
Out[19]:
(678, 7)
In [20]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[19  7  7 29 33  1  2]
 [ 2 72  7  9  1  1  0]
 [ 3 39 23  9 24  0  2]
 [ 5 26 16 25 20  3  3]
 [ 7 11 16 17 42  0  3]
 [ 4 40  5 34  7  6  0]
 [ 6 12 33 14 15  2 16]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.41      0.19      0.26        98
           1       0.35      0.78      0.48        92
           2       0.21      0.23      0.22       100
           3       0.18      0.26      0.21        98
           4       0.30      0.44      0.35        96
           5       0.46      0.06      0.11        96
           6       0.62      0.16      0.26        98

    accuracy                           0.30       678
   macro avg       0.36      0.30      0.27       678
weighted avg       0.36      0.30      0.27       678

VGG16_avg¶

In [21]:
#### Model setup:
Extractor = 'vgg16_avg'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [22]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_avg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 2048)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 2048)
Shape of y_test:  (2191, 7)
Out[22]:
0
In [24]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 2048)]        0         
                                                                 
 lstm (LSTM)                 (None, 10)                82360     
                                                                 
 dense (Dense)               (None, 7)                 77        
                                                                 
=================================================================
Total params: 82,437
Trainable params: 82,437
Non-trainable params: 0
_________________________________________________________________
Out[24]:
3948
In [25]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-04-18 14:27:48.170681: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 2873425920 exceeds 10% of free system memory.
Epoch 1/30
2186/2193 [============================>.] - ETA: 0s - loss: 1.4006 - accuracy: 0.5133
Epoch 1: val_loss improved from inf to 1.21263, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 16s 6ms/step - loss: 1.3998 - accuracy: 0.5136 - val_loss: 1.2126 - val_accuracy: 0.5705 - lr: 0.0010
Epoch 2/30
2181/2193 [============================>.] - ETA: 0s - loss: 1.0341 - accuracy: 0.6522
Epoch 2: val_loss improved from 1.21263 to 1.07896, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 1.0337 - accuracy: 0.6523 - val_loss: 1.0790 - val_accuracy: 0.6194 - lr: 0.0010
Epoch 3/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.8892 - accuracy: 0.6998
Epoch 3: val_loss improved from 1.07896 to 1.05740, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.8893 - accuracy: 0.6997 - val_loss: 1.0574 - val_accuracy: 0.6340 - lr: 0.0010
Epoch 4/30
2193/2193 [==============================] - ETA: 0s - loss: 0.8157 - accuracy: 0.7200
Epoch 4: val_loss improved from 1.05740 to 1.01075, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.8157 - accuracy: 0.7200 - val_loss: 1.0108 - val_accuracy: 0.6522 - lr: 0.0010
Epoch 5/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.7720 - accuracy: 0.7339
Epoch 5: val_loss improved from 1.01075 to 0.98346, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.7707 - accuracy: 0.7346 - val_loss: 0.9835 - val_accuracy: 0.6577 - lr: 0.0010
Epoch 6/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.7131 - accuracy: 0.7555
Epoch 6: val_loss did not improve from 0.98346
2193/2193 [==============================] - 10s 4ms/step - loss: 0.7125 - accuracy: 0.7558 - val_loss: 1.0053 - val_accuracy: 0.6495 - lr: 0.0010
Epoch 7/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.6771 - accuracy: 0.7664
Epoch 7: val_loss did not improve from 0.98346
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6772 - accuracy: 0.7663 - val_loss: 1.0122 - val_accuracy: 0.6499 - lr: 0.0010
Epoch 8/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.6355 - accuracy: 0.7796
Epoch 8: val_loss did not improve from 0.98346
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6347 - accuracy: 0.7799 - val_loss: 1.0580 - val_accuracy: 0.6463 - lr: 0.0010
Epoch 9/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.6133 - accuracy: 0.7901
Epoch 9: val_loss did not improve from 0.98346
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6140 - accuracy: 0.7897 - val_loss: 0.9978 - val_accuracy: 0.6600 - lr: 0.0010
Epoch 10/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.5840 - accuracy: 0.8003
Epoch 10: val_loss did not improve from 0.98346
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5837 - accuracy: 0.8004 - val_loss: 1.0475 - val_accuracy: 0.6568 - lr: 0.0010
Epoch 11/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.5026 - accuracy: 0.8263
Epoch 11: val_loss improved from 0.98346 to 0.98149, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.5032 - accuracy: 0.8261 - val_loss: 0.9815 - val_accuracy: 0.6718 - lr: 2.0000e-04
Epoch 12/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4828 - accuracy: 0.8405
Epoch 12: val_loss improved from 0.98149 to 0.98118, saving model to lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_avg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 6ms/step - loss: 0.4831 - accuracy: 0.8405 - val_loss: 0.9812 - val_accuracy: 0.6755 - lr: 2.0000e-04
Epoch 13/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4699 - accuracy: 0.8402
Epoch 13: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4699 - accuracy: 0.8402 - val_loss: 0.9871 - val_accuracy: 0.6769 - lr: 2.0000e-04
Epoch 14/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.4580 - accuracy: 0.8442
Epoch 14: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4581 - accuracy: 0.8442 - val_loss: 0.9926 - val_accuracy: 0.6728 - lr: 2.0000e-04
Epoch 15/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.4478 - accuracy: 0.8487
Epoch 15: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4475 - accuracy: 0.8488 - val_loss: 0.9828 - val_accuracy: 0.6805 - lr: 2.0000e-04
Epoch 16/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.4436 - accuracy: 0.8507
Epoch 16: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4435 - accuracy: 0.8507 - val_loss: 0.9973 - val_accuracy: 0.6832 - lr: 2.0000e-04
Epoch 17/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4242 - accuracy: 0.8552
Epoch 17: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4252 - accuracy: 0.8547 - val_loss: 0.9948 - val_accuracy: 0.6741 - lr: 2.0000e-04
Epoch 18/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.4057 - accuracy: 0.8621
Epoch 18: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4061 - accuracy: 0.8620 - val_loss: 0.9951 - val_accuracy: 0.6769 - lr: 4.0000e-05
Epoch 19/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4029 - accuracy: 0.8681
Epoch 19: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4029 - accuracy: 0.8681 - val_loss: 0.9937 - val_accuracy: 0.6764 - lr: 4.0000e-05
Epoch 20/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4055 - accuracy: 0.8622
Epoch 20: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4054 - accuracy: 0.8622 - val_loss: 0.9951 - val_accuracy: 0.6782 - lr: 4.0000e-05
Epoch 21/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.4019 - accuracy: 0.8678
Epoch 21: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4017 - accuracy: 0.8678 - val_loss: 1.0039 - val_accuracy: 0.6769 - lr: 4.0000e-05
Epoch 22/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.4040 - accuracy: 0.8694
Epoch 22: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4039 - accuracy: 0.8694 - val_loss: 1.0028 - val_accuracy: 0.6741 - lr: 4.0000e-05
Epoch 23/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.3965 - accuracy: 0.8719
Epoch 23: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3970 - accuracy: 0.8717 - val_loss: 1.0016 - val_accuracy: 0.6750 - lr: 8.0000e-06
Epoch 24/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.3961 - accuracy: 0.8703
Epoch 24: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3959 - accuracy: 0.8703 - val_loss: 1.0036 - val_accuracy: 0.6759 - lr: 8.0000e-06
Epoch 25/30
2193/2193 [==============================] - ETA: 0s - loss: 0.3910 - accuracy: 0.8725
Epoch 25: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3910 - accuracy: 0.8725 - val_loss: 1.0012 - val_accuracy: 0.6755 - lr: 8.0000e-06
Epoch 26/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.3935 - accuracy: 0.8725
Epoch 26: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3935 - accuracy: 0.8724 - val_loss: 1.0027 - val_accuracy: 0.6755 - lr: 8.0000e-06
Epoch 27/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.3948 - accuracy: 0.8711
Epoch 27: val_loss did not improve from 0.98118
2193/2193 [==============================] - 9s 4ms/step - loss: 0.3945 - accuracy: 0.8713 - val_loss: 1.0040 - val_accuracy: 0.6741 - lr: 8.0000e-06
Epoch 28/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.3899 - accuracy: 0.8700
Epoch 28: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3900 - accuracy: 0.8700 - val_loss: 1.0038 - val_accuracy: 0.6732 - lr: 1.6000e-06
Epoch 29/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.3907 - accuracy: 0.8696
Epoch 29: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 5ms/step - loss: 0.3907 - accuracy: 0.8697 - val_loss: 1.0032 - val_accuracy: 0.6737 - lr: 1.6000e-06
Epoch 30/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.3897 - accuracy: 0.8706
Epoch 30: val_loss did not improve from 0.98118
2193/2193 [==============================] - 10s 4ms/step - loss: 0.3897 - accuracy: 0.8706 - val_loss: 1.0021 - val_accuracy: 0.6737 - lr: 1.6000e-06
No description has been provided for this image
Out[25]:
21553
In [26]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_avg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 2048)
(678, 7)
170/170 [==============================] - 1s 2ms/step
Out[26]:
(678, 7)
In [27]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[61  0  2 23  5  3  4]
 [ 0 64  8 11  5  3  1]
 [ 7  5 70  2 14  0  2]
 [ 8  5  8 61  3  7  6]
 [ 6  5 12 13 55  2  3]
 [ 2  6  6 31  5 44  2]
 [ 7  1  7 14  6  6 57]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.67      0.62      0.65        98
           1       0.74      0.70      0.72        92
           2       0.62      0.70      0.66       100
           3       0.39      0.62      0.48        98
           4       0.59      0.57      0.58        96
           5       0.68      0.46      0.55        96
           6       0.76      0.58      0.66        98

    accuracy                           0.61       678
   macro avg       0.64      0.61      0.61       678
weighted avg       0.64      0.61      0.61       678

VGG16_gavg¶

In [28]:
#### Model setup:
Extractor = 'vgg16_gavg'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [29]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8768, 40, 512)
Shape of y_train:  (8768, 7)
Shape of X_test:  (2192, 40, 512)
Shape of y_test:  (2192, 7)
Out[29]:
0
In [30]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 10)                20920     
                                                                 
 dense (Dense)               (None, 7)                 77        
                                                                 
=================================================================
Total params: 20,997
Trainable params: 20,997
Non-trainable params: 0
_________________________________________________________________
Out[30]:
79
In [31]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
Epoch 1/30
2175/2192 [============================>.] - ETA: 0s - loss: 1.3786 - accuracy: 0.4961
Epoch 1: val_loss improved from inf to 1.10682, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 13s 5ms/step - loss: 1.3754 - accuracy: 0.4973 - val_loss: 1.1068 - val_accuracy: 0.6191 - lr: 0.0010
Epoch 2/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.9873 - accuracy: 0.6626
Epoch 2: val_loss improved from 1.10682 to 0.96288, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.9876 - accuracy: 0.6623 - val_loss: 0.9629 - val_accuracy: 0.6670 - lr: 0.0010
Epoch 3/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.8779 - accuracy: 0.6965
Epoch 3: val_loss did not improve from 0.96288
2192/2192 [==============================] - 7s 3ms/step - loss: 0.8785 - accuracy: 0.6963 - val_loss: 0.9723 - val_accuracy: 0.6565 - lr: 0.0010
Epoch 4/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.8067 - accuracy: 0.7221
Epoch 4: val_loss improved from 0.96288 to 0.88050, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.8073 - accuracy: 0.7222 - val_loss: 0.8805 - val_accuracy: 0.6884 - lr: 0.0010
Epoch 5/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.7670 - accuracy: 0.7330
Epoch 5: val_loss improved from 0.88050 to 0.85204, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.7672 - accuracy: 0.7327 - val_loss: 0.8520 - val_accuracy: 0.6998 - lr: 0.0010
Epoch 6/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.7235 - accuracy: 0.7483
Epoch 6: val_loss improved from 0.85204 to 0.83939, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.7225 - accuracy: 0.7487 - val_loss: 0.8394 - val_accuracy: 0.7012 - lr: 0.0010
Epoch 7/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.7077 - accuracy: 0.7497
Epoch 7: val_loss improved from 0.83939 to 0.80635, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.7084 - accuracy: 0.7492 - val_loss: 0.8063 - val_accuracy: 0.7144 - lr: 0.0010
Epoch 8/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.6787 - accuracy: 0.7661
Epoch 8: val_loss did not improve from 0.80635
2192/2192 [==============================] - 7s 3ms/step - loss: 0.6782 - accuracy: 0.7662 - val_loss: 0.8718 - val_accuracy: 0.6980 - lr: 0.0010
Epoch 9/30
2177/2192 [============================>.] - ETA: 0s - loss: 0.6616 - accuracy: 0.7694
Epoch 9: val_loss did not improve from 0.80635
2192/2192 [==============================] - 7s 3ms/step - loss: 0.6609 - accuracy: 0.7700 - val_loss: 0.8925 - val_accuracy: 0.6943 - lr: 0.0010
Epoch 10/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.6385 - accuracy: 0.7799
Epoch 10: val_loss improved from 0.80635 to 0.80222, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.6381 - accuracy: 0.7800 - val_loss: 0.8022 - val_accuracy: 0.7194 - lr: 0.0010
Epoch 11/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.6200 - accuracy: 0.7844
Epoch 11: val_loss improved from 0.80222 to 0.79459, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 9s 4ms/step - loss: 0.6197 - accuracy: 0.7846 - val_loss: 0.7946 - val_accuracy: 0.7199 - lr: 0.0010
Epoch 12/30
2192/2192 [==============================] - ETA: 0s - loss: 0.6158 - accuracy: 0.7846
Epoch 12: val_loss improved from 0.79459 to 0.79340, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.6158 - accuracy: 0.7846 - val_loss: 0.7934 - val_accuracy: 0.7267 - lr: 0.0010
Epoch 13/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.5922 - accuracy: 0.7939
Epoch 13: val_loss did not improve from 0.79340
2192/2192 [==============================] - 8s 3ms/step - loss: 0.5923 - accuracy: 0.7937 - val_loss: 0.8011 - val_accuracy: 0.7276 - lr: 0.0010
Epoch 14/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.5823 - accuracy: 0.7965
Epoch 14: val_loss did not improve from 0.79340
2192/2192 [==============================] - 7s 3ms/step - loss: 0.5825 - accuracy: 0.7962 - val_loss: 0.8320 - val_accuracy: 0.7176 - lr: 0.0010
Epoch 15/30
2177/2192 [============================>.] - ETA: 0s - loss: 0.5671 - accuracy: 0.8021
Epoch 15: val_loss did not improve from 0.79340
2192/2192 [==============================] - 8s 3ms/step - loss: 0.5677 - accuracy: 0.8021 - val_loss: 0.8274 - val_accuracy: 0.7149 - lr: 0.0010
Epoch 16/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.5580 - accuracy: 0.8034
Epoch 16: val_loss did not improve from 0.79340
2192/2192 [==============================] - 8s 4ms/step - loss: 0.5587 - accuracy: 0.8033 - val_loss: 0.8414 - val_accuracy: 0.7140 - lr: 0.0010
Epoch 17/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.5518 - accuracy: 0.8064
Epoch 17: val_loss did not improve from 0.79340
2192/2192 [==============================] - 7s 3ms/step - loss: 0.5518 - accuracy: 0.8065 - val_loss: 0.8002 - val_accuracy: 0.7295 - lr: 0.0010
Epoch 18/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.4854 - accuracy: 0.8303
Epoch 18: val_loss improved from 0.79340 to 0.78959, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.4860 - accuracy: 0.8303 - val_loss: 0.7896 - val_accuracy: 0.7349 - lr: 2.0000e-04
Epoch 19/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.4654 - accuracy: 0.8391
Epoch 19: val_loss did not improve from 0.78959
2192/2192 [==============================] - 8s 4ms/step - loss: 0.4657 - accuracy: 0.8391 - val_loss: 0.7972 - val_accuracy: 0.7286 - lr: 2.0000e-04
Epoch 20/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.4598 - accuracy: 0.8461
Epoch 20: val_loss improved from 0.78959 to 0.78838, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.4598 - accuracy: 0.8459 - val_loss: 0.7884 - val_accuracy: 0.7432 - lr: 2.0000e-04
Epoch 21/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.4534 - accuracy: 0.8452
Epoch 21: val_loss improved from 0.78838 to 0.78262, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 5ms/step - loss: 0.4531 - accuracy: 0.8453 - val_loss: 0.7826 - val_accuracy: 0.7409 - lr: 2.0000e-04
Epoch 22/30
2192/2192 [==============================] - ETA: 0s - loss: 0.4520 - accuracy: 0.8459
Epoch 22: val_loss did not improve from 0.78262
2192/2192 [==============================] - 8s 4ms/step - loss: 0.4520 - accuracy: 0.8459 - val_loss: 0.8044 - val_accuracy: 0.7368 - lr: 2.0000e-04
Epoch 23/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.4557 - accuracy: 0.8416
Epoch 23: val_loss did not improve from 0.78262
2192/2192 [==============================] - 8s 3ms/step - loss: 0.4559 - accuracy: 0.8415 - val_loss: 0.7842 - val_accuracy: 0.7464 - lr: 2.0000e-04
Epoch 24/30
2178/2192 [============================>.] - ETA: 0s - loss: 0.4428 - accuracy: 0.8476
Epoch 24: val_loss improved from 0.78262 to 0.77863, saving model to lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 10s 4ms/step - loss: 0.4420 - accuracy: 0.8480 - val_loss: 0.7786 - val_accuracy: 0.7413 - lr: 2.0000e-04
Epoch 25/30
2179/2192 [============================>.] - ETA: 0s - loss: 0.4353 - accuracy: 0.8511
Epoch 25: val_loss did not improve from 0.77863
2192/2192 [==============================] - 8s 3ms/step - loss: 0.4346 - accuracy: 0.8514 - val_loss: 0.8178 - val_accuracy: 0.7436 - lr: 2.0000e-04
Epoch 26/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.4392 - accuracy: 0.8493
Epoch 26: val_loss did not improve from 0.77863
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4390 - accuracy: 0.8495 - val_loss: 0.7985 - val_accuracy: 0.7418 - lr: 2.0000e-04
Epoch 27/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.4335 - accuracy: 0.8484
Epoch 27: val_loss did not improve from 0.77863
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4328 - accuracy: 0.8487 - val_loss: 0.8101 - val_accuracy: 0.7404 - lr: 2.0000e-04
Epoch 28/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.4268 - accuracy: 0.8543
Epoch 28: val_loss did not improve from 0.77863
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4269 - accuracy: 0.8541 - val_loss: 0.8132 - val_accuracy: 0.7450 - lr: 2.0000e-04
Epoch 29/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.4296 - accuracy: 0.8521
Epoch 29: val_loss did not improve from 0.77863
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4310 - accuracy: 0.8514 - val_loss: 0.7949 - val_accuracy: 0.7395 - lr: 2.0000e-04
Epoch 30/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.4110 - accuracy: 0.8570
Epoch 30: val_loss did not improve from 0.77863
2192/2192 [==============================] - 7s 3ms/step - loss: 0.4108 - accuracy: 0.8572 - val_loss: 0.7988 - val_accuracy: 0.7500 - lr: 4.0000e-05
No description has been provided for this image
Out[31]:
21553
In [34]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 512)
(678, 7)
170/170 [==============================] - 0s 2ms/step
Out[34]:
(678, 7)
In [35]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[61  0  0 18  4  8  7]
 [ 5 71  1  7  3  4  1]
 [ 6 11 66  1 13  0  3]
 [11  9  4 60  3  6  5]
 [10  1  7 10 59  4  5]
 [ 1  2  7 18  4 62  2]
 [ 7  0  8  5 10  4 64]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.60      0.62      0.61        98
           1       0.76      0.77      0.76        92
           2       0.71      0.66      0.68       100
           3       0.50      0.61      0.55        98
           4       0.61      0.61      0.61        96
           5       0.70      0.65      0.67        96
           6       0.74      0.65      0.69        98

    accuracy                           0.65       678
   macro avg       0.66      0.65      0.66       678
weighted avg       0.66      0.65      0.66       678

MobV2 GAVG¶

In [23]:
#### Model setup:
Extractor = 'mobV2_gavg'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 7
In [19]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir,'mobV2_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1280)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1280)
Shape of y_test:  (2191, 7)
Out[19]:
0
In [24]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 10)                51640     
                                                                 
 dense (Dense)               (None, 7)                 77        
                                                                 
=================================================================
Total params: 51,717
Trainable params: 51,717
Non-trainable params: 0
_________________________________________________________________
2023-09-12 05:34:00.267972: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:00.268743: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:00.269499: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[24]:
3520
In [25]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-12 05:34:02.296789: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 1795891200 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 05:34:03.942880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:03.943802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:03.944440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:04.295320: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:04.296323: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:04.297002: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:04.693247: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0xa9fa010 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-12 05:34:04.693277: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 05:34:04.693283: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 05:34:04.698245: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-12 05:34:04.806717: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2189/2193 [============================>.] - ETA: 0s - loss: 1.2585 - accuracy: 0.5994
2023-09-12 05:34:13.572357: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:13.573095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:13.573877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 1.03595, saving model to lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:34:14.881839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:14.882559: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:14.883343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:14.993999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:14.994644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:14.995223: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.095999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.096851: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.097486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.113820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.119134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.218144: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.218793: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.219389: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.235772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:15.338710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.339767: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.340395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.355307: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:15.362687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.368193: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:15.374133: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.379227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:15.384637: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.389086: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.398281: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.403554: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.419221: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:15.429548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.435496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.532398: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.533061: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.533675: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.640407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.641465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.642091: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.673065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:15.677847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:15.682723: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.687286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:15.787948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.788653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.789264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:15.897064: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:15.898019: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:15.898641: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:16.011669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:16.012381: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:16.013033: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:16.121315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:16.122065: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:16.122809: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:34:16.183343: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 13s 5ms/step - loss: 1.2578 - accuracy: 0.5998 - val_loss: 1.0359 - val_accuracy: 0.6691 - lr: 0.0010
Epoch 2/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.8663 - accuracy: 0.7231
Epoch 2: val_loss improved from 1.03595 to 0.90921, saving model to lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:34:25.869314: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:25.870130: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:25.871119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:25.988520: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:25.989194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:25.989833: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:26.096414: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:26.097309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:26.097933: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:26.114596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.119586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.418663: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:26.419617: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:26.420219: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:26.436818: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:26.532714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:26.533357: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:26.533948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:26.548524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:26.555700: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.561111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:26.566802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.571982: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:26.577230: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.581622: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.590710: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.595697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.610924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:26.621386: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.626844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.723428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:26.724063: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:26.724662: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:26.828116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:26.828901: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:26.829486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:26.852397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:26.856828: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:26.861765: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.866208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:26.961820: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:26.962482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:26.963072: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:27.064403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:27.065241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:27.065828: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:27.171715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:27.172363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:27.172951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:27.273695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:27.274521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:27.275110: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:34:27.331995: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.8669 - accuracy: 0.7228 - val_loss: 0.9092 - val_accuracy: 0.7001 - lr: 0.0010
Epoch 3/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.7539 - accuracy: 0.7632
Epoch 3: val_loss improved from 0.90921 to 0.89307, saving model to lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:34:36.924339: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:36.925233: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:36.925827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.036727: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.037381: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.037969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.139969: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.140794: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.141409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.157849: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.162683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.259330: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.259958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.260531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.276138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:37.370661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.371481: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.372069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.386799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:37.393948: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.399180: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:37.404736: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.409654: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:37.414839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.419123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.427985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.432920: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.447886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:37.457870: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.462916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.557585: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.558214: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.558789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.663745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.664595: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.665184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.688178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:37.692668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:37.697395: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.701781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:37.795525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.796164: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.796749: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:37.896373: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:37.897176: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:37.897772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:38.005105: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:38.005759: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:38.006355: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:38.107853: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:38.108644: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:38.109229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:34:38.167381: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.7538 - accuracy: 0.7633 - val_loss: 0.8931 - val_accuracy: 0.6947 - lr: 0.0010
Epoch 4/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.6932 - accuracy: 0.7805
Epoch 4: val_loss improved from 0.89307 to 0.84211, saving model to lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:34:48.302975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:48.303888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:48.304555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:48.420154: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:48.420810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:48.421438: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:48.527531: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:48.528422: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:48.529047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:48.546076: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:48.551138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:48.921661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:48.922611: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:48.923227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:48.940054: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:49.036023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.036705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.037323: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:49.052162: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:49.059943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.065416: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:49.071227: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.076468: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:49.081798: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.086199: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.095196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.100249: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.115461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-12 05:34:49.126210: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.131622: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.228008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.228657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.229240: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:49.332649: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.333484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.334093: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:49.358618: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:49.363340: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-12 05:34:49.368392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.372802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-12 05:34:49.467347: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.467986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.468576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:49.570032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.570888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.571512: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:49.677984: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.678647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.679282: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:34:49.780401: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:34:49.781228: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:34:49.781825: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:34:49.839399: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.6931 - accuracy: 0.7807 - val_loss: 0.8421 - val_accuracy: 0.7271 - lr: 0.0010
Epoch 5/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.6290 - accuracy: 0.8047
Epoch 5: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6289 - accuracy: 0.8047 - val_loss: 0.8945 - val_accuracy: 0.7033 - lr: 0.0010
Epoch 6/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.6222 - accuracy: 0.7991
Epoch 6: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.6228 - accuracy: 0.7988 - val_loss: 0.9127 - val_accuracy: 0.6951 - lr: 0.0010
Epoch 7/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.5873 - accuracy: 0.8088
Epoch 7: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5876 - accuracy: 0.8084 - val_loss: 0.8607 - val_accuracy: 0.6979 - lr: 0.0010
Epoch 8/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.5611 - accuracy: 0.8158
Epoch 8: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5605 - accuracy: 0.8159 - val_loss: 0.9010 - val_accuracy: 0.6896 - lr: 0.0010
Epoch 9/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.5502 - accuracy: 0.8238
Epoch 9: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5498 - accuracy: 0.8240 - val_loss: 0.8554 - val_accuracy: 0.7106 - lr: 0.0010
Epoch 10/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.4779 - accuracy: 0.8468
Epoch 10: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4778 - accuracy: 0.8468 - val_loss: 0.8663 - val_accuracy: 0.7084 - lr: 2.0000e-04
Epoch 11/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.4695 - accuracy: 0.8480
Epoch 11: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4693 - accuracy: 0.8481 - val_loss: 0.8675 - val_accuracy: 0.7138 - lr: 2.0000e-04
Epoch 12/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4674 - accuracy: 0.8513
Epoch 12: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4665 - accuracy: 0.8518 - val_loss: 0.8545 - val_accuracy: 0.7198 - lr: 2.0000e-04
Epoch 13/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.4544 - accuracy: 0.8543
Epoch 13: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4545 - accuracy: 0.8543 - val_loss: 0.8617 - val_accuracy: 0.7106 - lr: 2.0000e-04
Epoch 14/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4470 - accuracy: 0.8533
Epoch 14: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4475 - accuracy: 0.8532 - val_loss: 0.8492 - val_accuracy: 0.7188 - lr: 2.0000e-04
Epoch 15/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4338 - accuracy: 0.8601
Epoch 15: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4338 - accuracy: 0.8601 - val_loss: 0.8558 - val_accuracy: 0.7120 - lr: 4.0000e-05
Epoch 16/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.4239 - accuracy: 0.8654
Epoch 16: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4239 - accuracy: 0.8654 - val_loss: 0.8481 - val_accuracy: 0.7161 - lr: 4.0000e-05
Epoch 17/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4307 - accuracy: 0.8595
Epoch 17: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4307 - accuracy: 0.8595 - val_loss: 0.8667 - val_accuracy: 0.7102 - lr: 4.0000e-05
Epoch 18/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4290 - accuracy: 0.8600
Epoch 18: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4287 - accuracy: 0.8601 - val_loss: 0.8649 - val_accuracy: 0.7097 - lr: 4.0000e-05
Epoch 19/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.4178 - accuracy: 0.8656
Epoch 19: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4176 - accuracy: 0.8657 - val_loss: 0.8602 - val_accuracy: 0.7106 - lr: 4.0000e-05
Epoch 20/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4204 - accuracy: 0.8655
Epoch 20: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4207 - accuracy: 0.8655 - val_loss: 0.8642 - val_accuracy: 0.7102 - lr: 8.0000e-06
Epoch 21/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.4223 - accuracy: 0.8639
Epoch 21: val_loss did not improve from 0.84211
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4219 - accuracy: 0.8641 - val_loss: 0.8648 - val_accuracy: 0.7106 - lr: 8.0000e-06
Epoch 22/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4196 - accuracy: 0.8633
Epoch 22: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4200 - accuracy: 0.8630 - val_loss: 0.8637 - val_accuracy: 0.7097 - lr: 8.0000e-06
Epoch 23/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4186 - accuracy: 0.8636
Epoch 23: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4185 - accuracy: 0.8636 - val_loss: 0.8645 - val_accuracy: 0.7093 - lr: 8.0000e-06
Epoch 24/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.4206 - accuracy: 0.8642
Epoch 24: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4205 - accuracy: 0.8642 - val_loss: 0.8636 - val_accuracy: 0.7084 - lr: 8.0000e-06
Epoch 25/30
2185/2193 [============================>.] - ETA: 0s - loss: 0.4163 - accuracy: 0.8680
Epoch 25: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4165 - accuracy: 0.8678 - val_loss: 0.8625 - val_accuracy: 0.7093 - lr: 1.6000e-06
Epoch 26/30
2180/2193 [============================>.] - ETA: 0s - loss: 0.4121 - accuracy: 0.8662
Epoch 26: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4120 - accuracy: 0.8662 - val_loss: 0.8622 - val_accuracy: 0.7093 - lr: 1.6000e-06
Epoch 27/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.4213 - accuracy: 0.8642
Epoch 27: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4211 - accuracy: 0.8643 - val_loss: 0.8625 - val_accuracy: 0.7102 - lr: 1.6000e-06
Epoch 28/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4212 - accuracy: 0.8626
Epoch 28: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4213 - accuracy: 0.8627 - val_loss: 0.8634 - val_accuracy: 0.7102 - lr: 1.6000e-06
Epoch 29/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4187 - accuracy: 0.8645
Epoch 29: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4183 - accuracy: 0.8648 - val_loss: 0.8630 - val_accuracy: 0.7097 - lr: 1.6000e-06
Epoch 30/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4192 - accuracy: 0.8688
Epoch 30: val_loss did not improve from 0.84211
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4193 - accuracy: 0.8689 - val_loss: 0.8634 - val_accuracy: 0.7097 - lr: 1.0000e-06
No description has been provided for this image
Out[25]:
21061
In [26]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1280)
(678, 7)
 56/170 [========>.....................] - ETA: 0s
2023-09-12 05:39:22.130229: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:39:22.130909: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:39:22.131554: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
170/170 [==============================] - 1s 2ms/step
Out[26]:
(678, 7)
In [27]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[70  2  0  8  9  8  1]
 [ 0 78  0  3  5  6  0]
 [ 3  4 61  3 24  2  3]
 [ 3  7  2 53 10 19  4]
 [ 0  2  5  3 72 10  4]
 [ 0  1  0 10  6 79  0]
 [ 0  0  2 14 16  4 62]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.92      0.71      0.80        98
           1       0.83      0.85      0.84        92
           2       0.87      0.61      0.72       100
           3       0.56      0.54      0.55        98
           4       0.51      0.75      0.61        96
           5       0.62      0.82      0.71        96
           6       0.84      0.63      0.72        98

    accuracy                           0.70       678
   macro avg       0.74      0.70      0.71       678
weighted avg       0.74      0.70      0.71       678

Dens201 GAVG¶

In [11]:
#### Model setup:
Extractor = 'dens201_gavg'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 7
In [12]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir,'dens201_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8769, 40, 1920)
Shape of y_train:  (8769, 7)
Shape of X_test:  (2191, 40, 1920)
Shape of y_test:  (2191, 7)
Out[12]:
0
In [13]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 10)                77240     
                                                                 
 dense (Dense)               (None, 7)                 77        
                                                                 
=================================================================
Total params: 77,317
Trainable params: 77,317
Non-trainable params: 0
_________________________________________________________________
2023-09-12 05:43:08.031228: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:08.032245: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:08.032867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Out[13]:
0
In [14]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-12 05:43:11.043776: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
2023-09-12 05:43:12.556095: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2693836800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-12 05:43:13.647774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:13.648754: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:13.649453: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:14.029916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:14.030882: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:14.031556: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:14.397917: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-12 05:43:14.474031: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7fbd200c6d50 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-12 05:43:14.474060: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 05:43:14.474067: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-12 05:43:14.479517: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-12 05:43:14.592627: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2187/2193 [============================>.] - ETA: 0s - loss: 1.2586 - accuracy: 0.5830
2023-09-12 05:43:24.018552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:24.019547: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:24.020189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 1.01012, saving model to lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:43:25.509126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:25.510061: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:25.510720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:25.625419: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:25.626120: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:25.626745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:25.733877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:25.734756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:25.735378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:25.752583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:25.757677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:25.862208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:25.862938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:25.863591: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:25.881051: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:25.981412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:25.982170: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:25.982854: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:25.998248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:26.005940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.011756: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:26.017935: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.023409: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:26.028986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.033690: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.043818: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.049206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.083417: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:26.094563: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.100196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.201101: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:26.202007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:26.202625: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:26.309073: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:26.309745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:26.310390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:26.341396: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:43:26.346324: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:43:26.351460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.356217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:26.455071: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:26.455943: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:26.456571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:26.561263: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:26.561941: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:26.562564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:26.672084: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:26.672926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:26.673550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:26.900749: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:26.901634: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:26.902272: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:43:26.963590: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 14s 6ms/step - loss: 1.2584 - accuracy: 0.5830 - val_loss: 1.0101 - val_accuracy: 0.6696 - lr: 0.0010
Epoch 2/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.8328 - accuracy: 0.7412
Epoch 2: val_loss improved from 1.01012 to 0.95934, saving model to lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:43:36.927401: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:36.928134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:36.928896: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.042411: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.043061: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.043682: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.148000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.148898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.149529: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.166677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.171583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.271382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.272032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.272639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.288630: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:37.388805: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.389725: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.390355: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.405048: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:37.412867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.418248: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:37.423953: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.429036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:37.434512: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.439069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.448099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.453128: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.468689: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:37.479042: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.484430: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.583359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.584041: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.584679: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.695407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.696349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.696985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.720680: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:43:37.725560: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:43:37.730586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.735429: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:37.834047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.834719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.835351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:37.941847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:37.942713: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:37.943340: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:38.053817: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:38.054473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:38.055104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:38.159333: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:38.160200: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:38.160869: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:43:38.222683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 11s 5ms/step - loss: 0.8329 - accuracy: 0.7411 - val_loss: 0.9593 - val_accuracy: 0.6764 - lr: 0.0010
Epoch 3/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.7152 - accuracy: 0.7721
Epoch 3: val_loss improved from 0.95934 to 0.91865, saving model to lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau
2023-09-12 05:43:48.453702: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:48.454735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:48.455370: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:48.569577: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:48.570288: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:48.570919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:48.675351: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:48.676198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:48.676794: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:48.693795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.698873: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.799859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:48.800536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:48.801124: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:48.817620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:48.914514: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:48.915459: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:48.916093: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:48.931058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:48.938241: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.943677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:48.949581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.954591: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:48.959871: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.964289: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.973254: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.978455: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:48.993893: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-12 05:43:49.004184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:49.009521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:49.105867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:49.106511: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:49.107118: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:49.212206: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:49.213131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:49.213739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:49.237078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:43:49.241905: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-12 05:43:49.247505: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:49.252185: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-12 05:43:49.600270: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:49.601244: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:49.601855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:49.701485: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:49.702128: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:49.702726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:49.807154: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:49.807966: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:49.808554: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-12 05:43:49.909098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:43:49.909778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:43:49.910383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-12 05:43:49.967847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg_10_unit_4_Adam_ReduceLROnPlateau/assets
2193/2193 [==============================] - 12s 5ms/step - loss: 0.7151 - accuracy: 0.7720 - val_loss: 0.9186 - val_accuracy: 0.6864 - lr: 0.0010
Epoch 4/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.6696 - accuracy: 0.7841
Epoch 4: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6696 - accuracy: 0.7838 - val_loss: 1.0671 - val_accuracy: 0.6454 - lr: 0.0010
Epoch 5/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.6320 - accuracy: 0.7967
Epoch 5: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6331 - accuracy: 0.7962 - val_loss: 1.0027 - val_accuracy: 0.6677 - lr: 0.0010
Epoch 6/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.6246 - accuracy: 0.7981
Epoch 6: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.6237 - accuracy: 0.7983 - val_loss: 0.9238 - val_accuracy: 0.6896 - lr: 0.0010
Epoch 7/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.5982 - accuracy: 0.8049
Epoch 7: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5979 - accuracy: 0.8053 - val_loss: 1.0696 - val_accuracy: 0.6394 - lr: 0.0010
Epoch 8/30
2190/2193 [============================>.] - ETA: 0s - loss: 0.5770 - accuracy: 0.8099
Epoch 8: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5770 - accuracy: 0.8099 - val_loss: 1.1111 - val_accuracy: 0.6403 - lr: 0.0010
Epoch 9/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.5160 - accuracy: 0.8347
Epoch 9: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.5163 - accuracy: 0.8348 - val_loss: 1.0289 - val_accuracy: 0.6673 - lr: 2.0000e-04
Epoch 10/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4946 - accuracy: 0.8376
Epoch 10: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4946 - accuracy: 0.8376 - val_loss: 0.9993 - val_accuracy: 0.6764 - lr: 2.0000e-04
Epoch 11/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.4918 - accuracy: 0.8380
Epoch 11: val_loss did not improve from 0.91865
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4915 - accuracy: 0.8381 - val_loss: 1.0396 - val_accuracy: 0.6604 - lr: 2.0000e-04
Epoch 12/30
2184/2193 [============================>.] - ETA: 0s - loss: 0.4843 - accuracy: 0.8424
Epoch 12: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4845 - accuracy: 0.8424 - val_loss: 1.0031 - val_accuracy: 0.6723 - lr: 2.0000e-04
Epoch 13/30
2191/2193 [============================>.] - ETA: 0s - loss: 0.4798 - accuracy: 0.8468
Epoch 13: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4796 - accuracy: 0.8468 - val_loss: 0.9936 - val_accuracy: 0.6769 - lr: 2.0000e-04
Epoch 14/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4609 - accuracy: 0.8514
Epoch 14: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4605 - accuracy: 0.8515 - val_loss: 0.9875 - val_accuracy: 0.6791 - lr: 4.0000e-05
Epoch 15/30
2188/2193 [============================>.] - ETA: 0s - loss: 0.4538 - accuracy: 0.8528
Epoch 15: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4545 - accuracy: 0.8528 - val_loss: 1.0180 - val_accuracy: 0.6718 - lr: 4.0000e-05
Epoch 16/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4529 - accuracy: 0.8556
Epoch 16: val_loss did not improve from 0.91865
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4529 - accuracy: 0.8556 - val_loss: 0.9483 - val_accuracy: 0.6860 - lr: 4.0000e-05
Epoch 17/30
2189/2193 [============================>.] - ETA: 0s - loss: 0.4437 - accuracy: 0.8564
Epoch 17: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4439 - accuracy: 0.8564 - val_loss: 0.9553 - val_accuracy: 0.6846 - lr: 4.0000e-05
Epoch 18/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.4492 - accuracy: 0.8588
Epoch 18: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4490 - accuracy: 0.8587 - val_loss: 0.9802 - val_accuracy: 0.6810 - lr: 4.0000e-05
Epoch 19/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4380 - accuracy: 0.8600
Epoch 19: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4380 - accuracy: 0.8600 - val_loss: 0.9693 - val_accuracy: 0.6801 - lr: 8.0000e-06
Epoch 20/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4461 - accuracy: 0.8560
Epoch 20: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4461 - accuracy: 0.8560 - val_loss: 0.9813 - val_accuracy: 0.6810 - lr: 8.0000e-06
Epoch 21/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4499 - accuracy: 0.8548
Epoch 21: val_loss did not improve from 0.91865
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4502 - accuracy: 0.8547 - val_loss: 0.9715 - val_accuracy: 0.6805 - lr: 8.0000e-06
Epoch 22/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4472 - accuracy: 0.8535
Epoch 22: val_loss did not improve from 0.91865
2193/2193 [==============================] - 9s 4ms/step - loss: 0.4467 - accuracy: 0.8537 - val_loss: 0.9731 - val_accuracy: 0.6801 - lr: 8.0000e-06
Epoch 23/30
2182/2193 [============================>.] - ETA: 0s - loss: 0.4492 - accuracy: 0.8567
Epoch 23: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4501 - accuracy: 0.8563 - val_loss: 0.9678 - val_accuracy: 0.6819 - lr: 8.0000e-06
Epoch 24/30
2181/2193 [============================>.] - ETA: 0s - loss: 0.4496 - accuracy: 0.8539
Epoch 24: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4496 - accuracy: 0.8538 - val_loss: 0.9678 - val_accuracy: 0.6823 - lr: 1.6000e-06
Epoch 25/30
2192/2193 [============================>.] - ETA: 0s - loss: 0.4470 - accuracy: 0.8546
Epoch 25: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4470 - accuracy: 0.8546 - val_loss: 0.9682 - val_accuracy: 0.6823 - lr: 1.6000e-06
Epoch 26/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4370 - accuracy: 0.8580
Epoch 26: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4372 - accuracy: 0.8580 - val_loss: 0.9660 - val_accuracy: 0.6828 - lr: 1.6000e-06
Epoch 27/30
2193/2193 [==============================] - ETA: 0s - loss: 0.4469 - accuracy: 0.8573
Epoch 27: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4469 - accuracy: 0.8573 - val_loss: 0.9653 - val_accuracy: 0.6842 - lr: 1.6000e-06
Epoch 28/30
2187/2193 [============================>.] - ETA: 0s - loss: 0.4439 - accuracy: 0.8580
Epoch 28: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4439 - accuracy: 0.8579 - val_loss: 0.9654 - val_accuracy: 0.6851 - lr: 1.6000e-06
Epoch 29/30
2183/2193 [============================>.] - ETA: 0s - loss: 0.4446 - accuracy: 0.8570
Epoch 29: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 4ms/step - loss: 0.4448 - accuracy: 0.8569 - val_loss: 0.9649 - val_accuracy: 0.6855 - lr: 1.0000e-06
Epoch 30/30
2186/2193 [============================>.] - ETA: 0s - loss: 0.4370 - accuracy: 0.8583
Epoch 30: val_loss did not improve from 0.91865
2193/2193 [==============================] - 10s 5ms/step - loss: 0.4374 - accuracy: 0.8580 - val_loss: 0.9645 - val_accuracy: 0.6855 - lr: 1.0000e-06
No description has been provided for this image
Out[14]:
6813
In [16]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 1920)
(678, 7)
 73/170 [===========>..................] - ETA: 0s
2023-09-12 05:48:46.093613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-12 05:48:46.094776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-12 05:48:46.095571: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
170/170 [==============================] - 0s 2ms/step
Out[16]:
(678, 7)
In [17]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[75  1  2  5 14  1  0]
 [ 4 77  1  2  7  1  0]
 [ 5  2 64  1 27  1  0]
 [20 12  1 31 24  8  2]
 [ 5  0  1  0 87  1  2]
 [ 2  7  0  5 19 62  1]
 [ 3  0  8  3 19  5 60]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.66      0.77      0.71        98
           1       0.78      0.84      0.81        92
           2       0.83      0.64      0.72       100
           3       0.66      0.32      0.43        98
           4       0.44      0.91      0.59        96
           5       0.78      0.65      0.71        96
           6       0.92      0.61      0.74        98

    accuracy                           0.67       678
   macro avg       0.73      0.67      0.67       678
weighted avg       0.73      0.67      0.67       678

MobV2 GAVG 8 Class¶

In [17]:
#### Model setup:
Extractor = 'mobV2_gavg8class'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 8
In [18]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir,'mobV2_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1280)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1280)
Shape of y_test:  (2480, 8)
Out[18]:
0
In [19]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
    gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1280)]        0         
                                                                 
 lstm (LSTM)                 (None, 10)                51640     
                                                                 
 dense (Dense)               (None, 8)                 88        
                                                                 
=================================================================
Total params: 51,728
Trainable params: 51,728
Non-trainable params: 0
_________________________________________________________________
2023-09-13 23:56:15.132561: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:15.133463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:15.134059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [20]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
    gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-13 23:56:20.606235: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
2023-09-13 23:56:21.680861: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 2032844800 exceeds 10% of free system memory.
Epoch 1/30
2023-09-13 23:56:22.485216: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:22.486110: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:22.486753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:22.832201: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:22.833212: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:22.833861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2472/2482 [============================>.] - ETA: 0s - loss: 1.4565 - accuracy: 0.5254
2023-09-13 23:56:33.239729: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:33.240735: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:33.241360: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 1.21751, saving model to lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:56:34.607924: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:34.608826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:34.609416: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:34.721458: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:34.722141: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:34.722758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:34.824770: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:34.825616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:34.826238: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:34.842708: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:34.847624: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:34.948058: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:34.948751: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:34.949391: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:34.965603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:35.061851: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.062695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.063309: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:35.077955: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:35.085251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.090692: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:35.096425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.101586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:35.106836: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.111284: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.120412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.125474: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.141052: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:35.151236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.156512: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.253791: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.254473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.255094: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:35.360195: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.361112: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.361724: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:35.391875: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:56:35.396544: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:56:35.401317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.405847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:35.501843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.502525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.503119: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:35.606068: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.606975: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.607606: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:35.715182: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.715857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.716460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:35.819521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:35.820363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:35.820979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:56:35.879536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 14s 5ms/step - loss: 1.4545 - accuracy: 0.5261 - val_loss: 1.2175 - val_accuracy: 0.6286 - lr: 0.0010
Epoch 2/30
2482/2482 [==============================] - ETA: 0s - loss: 1.0493 - accuracy: 0.6763
Epoch 2: val_loss improved from 1.21751 to 1.08347, saving model to lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:56:46.554004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:46.555510: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:46.556105: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:46.666478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:46.667140: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:46.667733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:46.769971: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:46.770807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:46.771402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:46.787835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:46.792698: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.093077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.094039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.094668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.111934: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:47.207363: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.208039: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.208643: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.223445: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:47.230844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.236287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:47.242036: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.247919: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:47.253251: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.257669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.266781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.271882: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.287319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:47.298264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.303842: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.399697: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.400349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.400946: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.504745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.505573: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.506185: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.529774: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:56:47.534384: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:56:47.539372: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.543888: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:47.639342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.639995: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.640605: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.742245: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.743155: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.743782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.853234: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.853915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.854533: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:47.957200: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:47.958017: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:47.958620: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:56:48.016378: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 1.0493 - accuracy: 0.6763 - val_loss: 1.0835 - val_accuracy: 0.6573 - lr: 0.0010
Epoch 3/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.9335 - accuracy: 0.7071
Epoch 3: val_loss improved from 1.08347 to 1.04047, saving model to lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:56:58.505049: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:58.506046: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:58.506676: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:58.626607: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:58.627290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:58.627939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:58.737143: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:58.738104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:58.738719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:58.756246: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:58.761572: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:58.869128: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:58.869826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:58.870446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:58.887792: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:58.991604: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:58.992592: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:58.993223: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:59.009111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:59.017044: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.022845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:59.029315: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.034747: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:59.040470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.045269: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.055028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.060436: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.076951: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:56:59.088079: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.093555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.198669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:59.199695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:59.200327: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:59.307844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:59.308506: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:59.309116: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:59.332914: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:56:59.337772: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:56:59.343022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.347782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:56:59.450016: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:59.451031: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:59.451641: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:59.556678: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:59.557349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:59.557986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:59.668416: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:59.669383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:59.670029: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:56:59.776159: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:56:59.776858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:56:59.777472: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:56:59.837439: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.9337 - accuracy: 0.7072 - val_loss: 1.0405 - val_accuracy: 0.6673 - lr: 0.0010
Epoch 4/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.8675 - accuracy: 0.7175
Epoch 4: val_loss did not improve from 1.04047
2482/2482 [==============================] - 10s 4ms/step - loss: 0.8664 - accuracy: 0.7178 - val_loss: 1.0424 - val_accuracy: 0.6569 - lr: 0.0010
Epoch 5/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.8090 - accuracy: 0.7399
Epoch 5: val_loss improved from 1.04047 to 1.02796, saving model to lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:57:20.630778: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:20.631733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:20.632407: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:20.746191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:20.746872: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:20.747491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:20.849863: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:20.850758: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:20.851390: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:20.867773: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:20.872941: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:20.971684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:20.972326: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:20.972899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:20.988757: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:21.347123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:21.347855: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:21.348605: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:21.363910: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:21.371392: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.376841: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:21.382519: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.387684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:21.392847: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.397257: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.406271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.411235: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.427008: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:21.436979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.442142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.535949: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:21.536581: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:21.537152: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:21.640024: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:21.640899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:21.641465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:21.663974: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:57:21.668493: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:57:21.673306: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.677861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:21.772827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:21.773459: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:21.774047: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:21.875916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:21.876809: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:21.877384: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:21.983014: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:21.983660: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:21.984255: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:22.087447: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:22.088425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:22.089015: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:57:22.147592: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.8090 - accuracy: 0.7398 - val_loss: 1.0280 - val_accuracy: 0.6649 - lr: 0.0010
Epoch 6/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.7641 - accuracy: 0.7532
Epoch 6: val_loss improved from 1.02796 to 0.93731, saving model to lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:57:32.848551: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:32.849525: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:32.850143: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:32.963019: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:32.963695: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:32.964322: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.068423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.069275: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.069883: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.086550: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.091555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.194339: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.195022: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.195647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.211844: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:33.310657: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.311385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.312158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.327137: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:33.334676: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.340196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:33.346057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.351299: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:33.356807: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.361252: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.370501: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.375608: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.391895: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1280]
	 [[{{node input_1}}]]
2023-09-13 23:57:33.402463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.407812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.505734: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.506397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.506992: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.612534: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.613468: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.614087: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.637446: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:57:33.642075: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1280]
	 [[{{node inputs_0}}]]
2023-09-13 23:57:33.647072: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.651631: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1280]
	 [[{{node inputs}}]]
2023-09-13 23:57:33.750045: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.750696: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.751288: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.854564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.855435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.856059: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:33.964932: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:33.965583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:33.966173: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:57:34.070018: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:57:34.070843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:57:34.071460: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:57:34.130423: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1280]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_mobV2_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.7640 - accuracy: 0.7533 - val_loss: 0.9373 - val_accuracy: 0.7020 - lr: 0.0010
Epoch 7/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.7403 - accuracy: 0.7599
Epoch 7: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.7399 - accuracy: 0.7599 - val_loss: 0.9802 - val_accuracy: 0.6835 - lr: 0.0010
Epoch 8/30
2469/2482 [============================>.] - ETA: 0s - loss: 0.7117 - accuracy: 0.7672
Epoch 8: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.7113 - accuracy: 0.7676 - val_loss: 0.9900 - val_accuracy: 0.6742 - lr: 0.0010
Epoch 9/30
2482/2482 [==============================] - ETA: 0s - loss: 0.7163 - accuracy: 0.7654
Epoch 9: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.7163 - accuracy: 0.7654 - val_loss: 0.9999 - val_accuracy: 0.6742 - lr: 0.0010
Epoch 10/30
2482/2482 [==============================] - ETA: 0s - loss: 0.6993 - accuracy: 0.7698
Epoch 10: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6993 - accuracy: 0.7698 - val_loss: 1.0199 - val_accuracy: 0.6750 - lr: 0.0010
Epoch 11/30
2466/2482 [============================>.] - ETA: 0s - loss: 0.6868 - accuracy: 0.7768
Epoch 11: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6865 - accuracy: 0.7767 - val_loss: 1.0028 - val_accuracy: 0.6762 - lr: 0.0010
Epoch 12/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.6085 - accuracy: 0.8031
Epoch 12: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6091 - accuracy: 0.8030 - val_loss: 0.9601 - val_accuracy: 0.6931 - lr: 2.0000e-04
Epoch 13/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.5807 - accuracy: 0.8106
Epoch 13: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5802 - accuracy: 0.8108 - val_loss: 0.9586 - val_accuracy: 0.6960 - lr: 2.0000e-04
Epoch 14/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5725 - accuracy: 0.8138
Epoch 14: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5725 - accuracy: 0.8138 - val_loss: 0.9933 - val_accuracy: 0.6819 - lr: 2.0000e-04
Epoch 15/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.5698 - accuracy: 0.8169
Epoch 15: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5695 - accuracy: 0.8170 - val_loss: 0.9844 - val_accuracy: 0.6867 - lr: 2.0000e-04
Epoch 16/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5553 - accuracy: 0.8212
Epoch 16: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5562 - accuracy: 0.8208 - val_loss: 0.9777 - val_accuracy: 0.6887 - lr: 2.0000e-04
Epoch 17/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.5432 - accuracy: 0.8244
Epoch 17: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5433 - accuracy: 0.8243 - val_loss: 0.9701 - val_accuracy: 0.6923 - lr: 4.0000e-05
Epoch 18/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5391 - accuracy: 0.8279
Epoch 18: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5386 - accuracy: 0.8282 - val_loss: 0.9761 - val_accuracy: 0.6931 - lr: 4.0000e-05
Epoch 19/30
2468/2482 [============================>.] - ETA: 0s - loss: 0.5399 - accuracy: 0.8255
Epoch 19: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5391 - accuracy: 0.8257 - val_loss: 0.9860 - val_accuracy: 0.6855 - lr: 4.0000e-05
Epoch 20/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5438 - accuracy: 0.8217
Epoch 20: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5438 - accuracy: 0.8217 - val_loss: 0.9770 - val_accuracy: 0.6879 - lr: 4.0000e-05
Epoch 21/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5267 - accuracy: 0.8299
Epoch 21: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5271 - accuracy: 0.8296 - val_loss: 0.9793 - val_accuracy: 0.6859 - lr: 4.0000e-05
Epoch 22/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.5230 - accuracy: 0.8279
Epoch 22: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5226 - accuracy: 0.8280 - val_loss: 0.9750 - val_accuracy: 0.6883 - lr: 8.0000e-06
Epoch 23/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5335 - accuracy: 0.8306
Epoch 23: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5335 - accuracy: 0.8306 - val_loss: 0.9712 - val_accuracy: 0.6887 - lr: 8.0000e-06
Epoch 24/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.5296 - accuracy: 0.8259
Epoch 24: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5300 - accuracy: 0.8258 - val_loss: 0.9726 - val_accuracy: 0.6915 - lr: 8.0000e-06
Epoch 25/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5308 - accuracy: 0.8279
Epoch 25: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5308 - accuracy: 0.8279 - val_loss: 0.9710 - val_accuracy: 0.6911 - lr: 8.0000e-06
Epoch 26/30
2470/2482 [============================>.] - ETA: 0s - loss: 0.5347 - accuracy: 0.8249
Epoch 26: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5341 - accuracy: 0.8249 - val_loss: 0.9683 - val_accuracy: 0.6911 - lr: 8.0000e-06
Epoch 27/30
2482/2482 [==============================] - ETA: 0s - loss: 0.5305 - accuracy: 0.8284
Epoch 27: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5305 - accuracy: 0.8284 - val_loss: 0.9691 - val_accuracy: 0.6923 - lr: 1.6000e-06
Epoch 28/30
2476/2482 [============================>.] - ETA: 0s - loss: 0.5379 - accuracy: 0.8240
Epoch 28: val_loss did not improve from 0.93731
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5375 - accuracy: 0.8240 - val_loss: 0.9694 - val_accuracy: 0.6911 - lr: 1.6000e-06
Epoch 29/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.5243 - accuracy: 0.8301
Epoch 29: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5240 - accuracy: 0.8301 - val_loss: 0.9711 - val_accuracy: 0.6907 - lr: 1.6000e-06
Epoch 30/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.5345 - accuracy: 0.8288
Epoch 30: val_loss did not improve from 0.93731
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5344 - accuracy: 0.8288 - val_loss: 0.9708 - val_accuracy: 0.6915 - lr: 1.6000e-06
No description has been provided for this image
Out[20]:
21513
In [21]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('mobV2_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1280)
(778, 8)
 53/195 [=======>......................] - ETA: 0s
2023-09-14 00:01:57.004383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-14 00:01:57.005088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-14 00:01:57.005880: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
195/195 [==============================] - 1s 2ms/step
Out[21]:
(778, 8)
In [22]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[72  2  3  3  8  4  1  5]
 [ 0 75  4  2  3  4  0  4]
 [ 4  3 70  3  5  3  0 12]
 [ 7 18  4 29  7 21  3  9]
 [ 2  3 12  0 59  5  1 14]
 [ 2  6  6  1  3 73  0  5]
 [ 2  2  6  5  5 10 64  4]
 [ 2  8  4  1  4  7  1 73]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.79      0.73      0.76        98
           1       0.64      0.82      0.72        92
           2       0.64      0.70      0.67       100
           3       0.66      0.30      0.41        98
           4       0.63      0.61      0.62        96
           5       0.57      0.76      0.65        96
           6       0.91      0.65      0.76        98
           7       0.58      0.73      0.65       100

    accuracy                           0.66       778
   macro avg       0.68      0.66      0.66       778
weighted avg       0.68      0.66      0.65       778

In [ ]:
 
In [ ]:
 
In [ ]:
 
In [ ]:
 

Dens201 GAVG 8 Class¶

In [23]:
#### Model setup:
Extractor = 'dens201_gavg8class'
Layer = '10_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
NUM_CLASSES = 8
In [11]:
#del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f(data_dir,'dens201_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (9926, 40, 1920)
Shape of y_train:  (9926, 8)
Shape of X_test:  (2480, 40, 1920)
Shape of y_test:  (2480, 8)
Out[11]:
0
In [13]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
    INPUT_SHAPE_lstm
    
    tf.keras.backend.clear_session()
    
    inputs = Input(shape=INPUT_SHAPE_lstm)
    
    # LSTM layer
    lstm = LSTM(10, return_sequences=False, dropout=0.5)(inputs)
    
    # Output layer
    outputs = Dense(NUM_CLASSES, activation='softmax')(lstm)
    
    # Create model
    model = Model(inputs, outputs)
    model.summary()
    
    mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
    reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)
    
    model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
    gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 1920)]        0         
                                                                 
 lstm (LSTM)                 (None, 10)                77240     
                                                                 
 dense (Dense)               (None, 8)                 88        
                                                                 
=================================================================
Total params: 77,328
Trainable params: 77,328
Non-trainable params: 0
_________________________________________________________________
2023-09-13 23:47:51.646801: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:47:51.647817: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:47:51.648448: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
In [14]:
tf.debugging.set_log_device_placement(False)
tf.config.set_soft_device_placement(True)
with tf.device('/device:GPU:1'):
    history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
    gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
2023-09-13 23:48:03.204791: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3049267200 exceeds 10% of free system memory.
2023-09-13 23:48:04.796619: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 3049267200 exceeds 10% of free system memory.
Epoch 1/30
2023-09-13 23:48:05.909616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:05.910569: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:05.911232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:06.271508: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:06.272509: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:06.273178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:06.665996: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
2023-09-13 23:48:06.746199: I tensorflow/compiler/xla/service/service.cc:169] XLA service 0x7fd20802f510 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-09-13 23:48:06.746227: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-13 23:48:06.746234: I tensorflow/compiler/xla/service/service.cc:177]   StreamExecutor device (1): NVIDIA GeForce RTX 2080 SUPER, Compute Capability 7.5
2023-09-13 23:48:06.750781: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-09-13 23:48:06.859650: I ./tensorflow/compiler/jit/device_compiler.h:180] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
2481/2482 [============================>.] - ETA: 0s - loss: 1.5395 - accuracy: 0.4635
2023-09-13 23:48:17.145940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:17.146964: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:17.147613: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
Epoch 1: val_loss improved from inf to 1.20175, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:48:18.682076: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:18.683137: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:18.683753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:18.795653: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:18.796388: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:18.797026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:18.900731: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:18.901780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:18.902403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:18.919013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:18.923932: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.025199: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.025879: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.026504: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:19.043080: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:19.139603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.140641: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.141272: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:19.156196: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:19.163603: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.169208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:19.175115: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.180431: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:19.185870: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.190435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.200328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.205589: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.239308: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:19.250437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.255961: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.356564: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.357578: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.358218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:19.465899: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.466633: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.467260: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:19.498598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:48:19.503487: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:48:19.508677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.513449: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:19.613670: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.614691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.615305: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:19.722334: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.723082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.723715: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:19.835886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:19.836773: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:19.837408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:20.057440: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:20.058123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:20.058799: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:48:20.117964: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 15s 5ms/step - loss: 1.5393 - accuracy: 0.4636 - val_loss: 1.2017 - val_accuracy: 0.6028 - lr: 0.0010
Epoch 2/30
2482/2482 [==============================] - ETA: 0s - loss: 1.1148 - accuracy: 0.6371
Epoch 2: val_loss improved from 1.20175 to 1.15276, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:48:31.173850: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.174823: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.175443: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.284098: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.284901: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.285509: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.386966: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.387914: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.388536: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.405104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.409893: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.508991: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.509646: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.510237: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.525938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:31.621958: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.622723: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.623484: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.637662: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:31.645172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.650426: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:31.656040: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.660995: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:31.666165: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.670435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.679334: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.684442: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.699630: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:31.709827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.715147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.812929: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.813629: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.814250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.922224: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:31.923218: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:31.923817: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:31.947843: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:48:31.952752: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:48:31.957987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:31.962779: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:32.063129: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:32.063800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:32.064412: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:32.169717: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:32.170640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:32.171259: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:32.282294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:32.282973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:32.283584: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:32.387083: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:32.387832: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:32.388639: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:48:32.448861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 1.1148 - accuracy: 0.6371 - val_loss: 1.1528 - val_accuracy: 0.6218 - lr: 0.0010
Epoch 3/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.9556 - accuracy: 0.6880
Epoch 3: val_loss improved from 1.15276 to 1.02235, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:48:43.318530: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:43.319687: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:43.320382: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:43.439782: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:43.440496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:43.441130: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:43.550848: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:43.551881: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:43.552533: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:43.570155: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.575300: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.683124: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:43.683845: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:43.684524: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:43.702109: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:43.803840: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:43.804967: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:43.805616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:43.821222: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:43.828826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.834488: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:43.840640: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.845985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:43.851675: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.856236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.865681: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.871148: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.887452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:48:43.898213: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:43.903873: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:44.010437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:44.011208: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:44.011967: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:44.126311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:44.127070: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:44.127732: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:44.153256: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:48:44.158642: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:48:44.164716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:44.170000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:48:44.539483: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:44.540465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:44.541077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:44.650100: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:44.650804: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:44.651435: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:44.765819: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:44.766883: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:44.767526: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:48:44.877893: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:48:44.878614: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:48:44.879250: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:48:44.942002: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.9557 - accuracy: 0.6878 - val_loss: 1.0223 - val_accuracy: 0.6569 - lr: 0.0010
Epoch 4/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.8605 - accuracy: 0.7146
Epoch 4: val_loss did not improve from 1.02235
2482/2482 [==============================] - 11s 4ms/step - loss: 0.8612 - accuracy: 0.7141 - val_loss: 1.0435 - val_accuracy: 0.6419 - lr: 0.0010
Epoch 5/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.8065 - accuracy: 0.7331
Epoch 5: val_loss did not improve from 1.02235
2482/2482 [==============================] - 10s 4ms/step - loss: 0.8064 - accuracy: 0.7331 - val_loss: 1.1662 - val_accuracy: 0.6089 - lr: 0.0010
Epoch 6/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.7817 - accuracy: 0.7411
Epoch 6: val_loss improved from 1.02235 to 1.02229, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:49:16.607866: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:16.609198: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:16.609850: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:16.728090: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:16.728798: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:16.729408: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:16.834266: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:16.835153: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:16.835780: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:16.852826: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:16.857875: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:16.964425: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:16.965131: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:16.965771: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:16.982694: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:17.083785: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.084648: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.085292: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:17.100705: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:17.108147: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.113764: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:17.119632: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.124814: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:17.130328: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.134979: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.145812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.151397: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.167724: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:17.178306: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.183719: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.287028: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.287978: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.288647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:17.400278: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.400967: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.401576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:17.425136: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:49:17.429931: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:49:17.434891: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.439438: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:17.543586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.544482: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.545246: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:17.651369: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.652037: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.652667: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:17.764271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.765203: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.765838: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:17.869194: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:17.869859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:17.870473: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:49:17.929776: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.7813 - accuracy: 0.7412 - val_loss: 1.0223 - val_accuracy: 0.6552 - lr: 0.0010
Epoch 7/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.7684 - accuracy: 0.7400
Epoch 7: val_loss did not improve from 1.02229
2482/2482 [==============================] - 11s 4ms/step - loss: 0.7682 - accuracy: 0.7406 - val_loss: 1.0236 - val_accuracy: 0.6560 - lr: 0.0010
Epoch 8/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.7343 - accuracy: 0.7585
Epoch 8: val_loss improved from 1.02229 to 0.97193, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:49:39.548093: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:39.549099: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:39.549743: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:39.663268: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:39.663960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:39.664598: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:39.769342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:39.770311: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:39.770938: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:39.787691: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:39.792677: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:39.899458: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:39.900199: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:39.900832: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:39.918026: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:40.229291: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.230271: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.230898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:40.246175: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:40.253661: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.259023: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:40.265205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.270465: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:40.275739: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.280125: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.290376: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.297032: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.313007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:49:40.323383: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.328709: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.425190: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.425835: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.426418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:40.534079: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.534950: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.535555: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:40.559317: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:49:40.564013: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:49:40.568987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.573716: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:49:40.672974: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.673647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.674253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:40.780399: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.781264: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.781867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:40.891312: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.891973: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.892596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:49:40.997678: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:49:40.998552: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:49:40.999160: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:49:41.059496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.7340 - accuracy: 0.7586 - val_loss: 0.9719 - val_accuracy: 0.6665 - lr: 0.0010
Epoch 9/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.7209 - accuracy: 0.7647
Epoch 9: val_loss did not improve from 0.97193
2482/2482 [==============================] - 11s 4ms/step - loss: 0.7206 - accuracy: 0.7649 - val_loss: 1.0005 - val_accuracy: 0.6560 - lr: 0.0010
Epoch 10/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.6820 - accuracy: 0.7755
Epoch 10: val_loss improved from 0.97193 to 0.93114, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:50:03.027367: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.028097: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.028916: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.140886: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.141548: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.142174: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.241906: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.242745: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.243358: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.259265: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.264020: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.362461: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.363138: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.363771: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.380095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:50:03.476795: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.477704: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.478319: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.492857: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:50:03.500007: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.505294: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:50:03.510901: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.515900: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:50:03.521071: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.525418: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.534240: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.539086: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.554172: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:50:03.563990: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.568985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.665272: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.665966: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.666586: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.769232: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.770114: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.770682: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:03.793150: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:50:03.797602: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:50:03.802385: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.806753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:50:03.901685: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:03.902367: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:03.902965: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:04.004434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:04.005379: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:04.005986: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:04.113605: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:04.114287: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:04.114889: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:50:04.215432: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:50:04.216387: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:50:04.216999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:50:04.275681: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.6816 - accuracy: 0.7755 - val_loss: 0.9311 - val_accuracy: 0.6827 - lr: 0.0010
Epoch 11/30
2479/2482 [============================>.] - ETA: 0s - loss: 0.6746 - accuracy: 0.7784
Epoch 11: val_loss did not improve from 0.93114
2482/2482 [==============================] - 11s 4ms/step - loss: 0.6754 - accuracy: 0.7784 - val_loss: 1.0700 - val_accuracy: 0.6327 - lr: 0.0010
Epoch 12/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.6722 - accuracy: 0.7778
Epoch 12: val_loss did not improve from 0.93114
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6722 - accuracy: 0.7778 - val_loss: 1.0030 - val_accuracy: 0.6528 - lr: 0.0010
Epoch 13/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.6639 - accuracy: 0.7806
Epoch 13: val_loss did not improve from 0.93114
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6640 - accuracy: 0.7806 - val_loss: 0.9451 - val_accuracy: 0.6738 - lr: 0.0010
Epoch 14/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.6383 - accuracy: 0.7874
Epoch 14: val_loss did not improve from 0.93114
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6386 - accuracy: 0.7872 - val_loss: 0.9923 - val_accuracy: 0.6714 - lr: 0.0010
Epoch 15/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.6268 - accuracy: 0.7955
Epoch 15: val_loss did not improve from 0.93114
2482/2482 [==============================] - 10s 4ms/step - loss: 0.6269 - accuracy: 0.7955 - val_loss: 0.9947 - val_accuracy: 0.6593 - lr: 0.0010
Epoch 16/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.5648 - accuracy: 0.8144
Epoch 16: val_loss improved from 0.93114 to 0.92651, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:51:07.090576: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:07.091720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:07.092342: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:07.201266: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:07.201915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:07.202491: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:07.512270: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:07.513240: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:07.513812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:07.529993: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.534832: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.632437: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:07.633089: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:07.633681: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:07.649509: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:07.743285: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:07.744296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:07.744891: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:07.759486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:07.766673: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.771987: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:07.777651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.782708: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:07.787834: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.792158: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.801123: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.806000: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.821236: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:07.831254: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.836286: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:07.931798: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:07.932486: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:07.933081: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:08.036915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:08.037907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:08.038496: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:08.061669: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:51:08.066428: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:51:08.071368: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:08.075907: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:08.171406: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:08.172078: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:08.172671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:08.274877: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:08.275861: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:08.276475: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:08.382283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:08.382960: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:08.383557: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:08.483483: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:08.484413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:08.485014: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:51:08.543420: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5645 - accuracy: 0.8143 - val_loss: 0.9265 - val_accuracy: 0.6919 - lr: 2.0000e-04
Epoch 17/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.5562 - accuracy: 0.8210
Epoch 17: val_loss did not improve from 0.92651
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5555 - accuracy: 0.8212 - val_loss: 0.9277 - val_accuracy: 0.6859 - lr: 2.0000e-04
Epoch 18/30
2472/2482 [============================>.] - ETA: 0s - loss: 0.5425 - accuracy: 0.8229
Epoch 18: val_loss improved from 0.92651 to 0.92211, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:51:29.614021: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:29.614904: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:29.615539: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:29.725926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:29.726574: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:29.727173: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:29.826336: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:29.827067: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:29.827733: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:29.843543: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:29.848316: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:29.945933: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:29.946583: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:29.947184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:29.962827: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:30.056111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.057296: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.058161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:30.079057: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:30.089277: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.096770: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:30.103207: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.108558: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:30.113985: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.118462: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.127720: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.132814: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.148211: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:51:30.158217: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.163283: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.258781: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.259631: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.260247: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:30.361939: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.362602: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.363202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:30.386069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:51:30.390596: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:51:30.395432: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.399940: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:51:30.494649: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.495580: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.496202: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:30.598261: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.598962: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.599568: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:30.706908: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.707700: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.708353: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:51:30.809056: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:51:30.809750: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:51:30.810359: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:51:30.869134: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5432 - accuracy: 0.8227 - val_loss: 0.9221 - val_accuracy: 0.6883 - lr: 2.0000e-04
Epoch 19/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.5451 - accuracy: 0.8223
Epoch 19: val_loss did not improve from 0.92211
2482/2482 [==============================] - 10s 4ms/step - loss: 0.5452 - accuracy: 0.8224 - val_loss: 0.9257 - val_accuracy: 0.6883 - lr: 2.0000e-04
Epoch 20/30
2477/2482 [============================>.] - ETA: 0s - loss: 0.5329 - accuracy: 0.8290
Epoch 20: val_loss did not improve from 0.92211
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5329 - accuracy: 0.8290 - val_loss: 0.9367 - val_accuracy: 0.6871 - lr: 2.0000e-04
Epoch 21/30
2478/2482 [============================>.] - ETA: 0s - loss: 0.5263 - accuracy: 0.8253
Epoch 21: val_loss did not improve from 0.92211
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5265 - accuracy: 0.8251 - val_loss: 0.9246 - val_accuracy: 0.6879 - lr: 2.0000e-04
Epoch 22/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.5321 - accuracy: 0.8273
Epoch 22: val_loss improved from 0.92211 to 0.91572, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:52:13.804894: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:13.805898: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:13.806509: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:13.930810: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:13.931515: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:13.932142: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.046152: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.046915: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.047738: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.066104: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.071095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.171162: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.171859: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.172483: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.188998: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:14.298753: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.300019: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.300812: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.322401: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:14.332789: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.341368: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:14.348602: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.355111: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:14.361671: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.367724: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.379521: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.385349: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.401081: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:14.411413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.416709: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.516684: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.517519: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.518154: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.623631: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.624314: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.624926: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.648050: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:52:14.652683: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:52:14.657688: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.662273: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:14.762723: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.763635: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.764290: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.868088: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.868764: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.869380: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:14.976905: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:14.977802: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:14.978458: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:15.082585: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:15.083266: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:15.083858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:52:15.141815: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 12s 5ms/step - loss: 0.5322 - accuracy: 0.8273 - val_loss: 0.9157 - val_accuracy: 0.6895 - lr: 2.0000e-04
Epoch 23/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.5228 - accuracy: 0.8258
Epoch 23: val_loss did not improve from 0.91572
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5228 - accuracy: 0.8258 - val_loss: 0.9338 - val_accuracy: 0.6827 - lr: 2.0000e-04
Epoch 24/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.5123 - accuracy: 0.8346
Epoch 24: val_loss did not improve from 0.91572
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5128 - accuracy: 0.8343 - val_loss: 0.9220 - val_accuracy: 0.6927 - lr: 2.0000e-04
Epoch 25/30
2473/2482 [============================>.] - ETA: 0s - loss: 0.5070 - accuracy: 0.8350
Epoch 25: val_loss improved from 0.91572 to 0.91035, saving model to lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau
2023-09-13 23:52:47.562463: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:47.563452: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:47.564077: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:47.681515: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:47.682186: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:47.682800: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:47.789205: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:47.789999: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:47.790740: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:47.807839: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:47.812867: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,?,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:47.916402: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:47.917069: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:47.917672: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:47.934668: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:48.034721: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:48.035651: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:48.036276: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:48.051403: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:48.058927: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.064413: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:48.070178: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.075394: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:48.080918: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.085470: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.094647: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.099840: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.115734: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'input_1' with dtype float and shape [?,40,1920]
	 [[{{node input_1}}]]
2023-09-13 23:52:48.126095: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.131304: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.231337: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:48.232011: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:48.232632: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:48.342253: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:48.343166: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:48.343784: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:48.367858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:52:48.372670: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs_0' with dtype float and shape [?,?,1920]
	 [[{{node inputs_0}}]]
2023-09-13 23:52:48.377714: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.382478: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'inputs' with dtype float and shape [?,40,1920]
	 [[{{node inputs}}]]
2023-09-13 23:52:48.484191: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:48.484881: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:48.485515: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:48.865189: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:48.866106: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:48.866726: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:48.986295: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:48.987004: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:48.987619: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:52:49.098280: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:52:49.099161: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:52:49.099773: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
2023-09-13 23:52:49.161126: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'serving_default_input_1' with dtype float and shape [?,40,1920]
	 [[{{node serving_default_input_1}}]]
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_dens201_gavg8class_10_unit_4_Adam_ReduceLROnPlateau/assets
2482/2482 [==============================] - 13s 5ms/step - loss: 0.5062 - accuracy: 0.8354 - val_loss: 0.9104 - val_accuracy: 0.6940 - lr: 2.0000e-04
Epoch 26/30
2471/2482 [============================>.] - ETA: 0s - loss: 0.5069 - accuracy: 0.8348
Epoch 26: val_loss did not improve from 0.91035
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5074 - accuracy: 0.8342 - val_loss: 0.9409 - val_accuracy: 0.6944 - lr: 2.0000e-04
Epoch 27/30
2481/2482 [============================>.] - ETA: 0s - loss: 0.5048 - accuracy: 0.8363
Epoch 27: val_loss did not improve from 0.91035
2482/2482 [==============================] - 11s 4ms/step - loss: 0.5052 - accuracy: 0.8362 - val_loss: 0.9246 - val_accuracy: 0.6984 - lr: 2.0000e-04
Epoch 28/30
2480/2482 [============================>.] - ETA: 0s - loss: 0.4917 - accuracy: 0.8400
Epoch 28: val_loss did not improve from 0.91035
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4915 - accuracy: 0.8401 - val_loss: 0.9377 - val_accuracy: 0.6944 - lr: 2.0000e-04
Epoch 29/30
2475/2482 [============================>.] - ETA: 0s - loss: 0.4891 - accuracy: 0.8378
Epoch 29: val_loss did not improve from 0.91035
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4885 - accuracy: 0.8381 - val_loss: 0.9289 - val_accuracy: 0.6952 - lr: 2.0000e-04
Epoch 30/30
2474/2482 [============================>.] - ETA: 0s - loss: 0.4881 - accuracy: 0.8365
Epoch 30: val_loss did not improve from 0.91035
2482/2482 [==============================] - 11s 4ms/step - loss: 0.4889 - accuracy: 0.8365 - val_loss: 0.9323 - val_accuracy: 0.6911 - lr: 2.0000e-04
No description has been provided for this image
Out[14]:
6813
In [15]:
#del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('dens201_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(778, 40, 1920)
(778, 8)
 23/195 [==>...........................] - ETA: 0s 
2023-09-13 23:53:55.508082: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_2_grad/concat/split_2/split_dim' with dtype int32
	 [[{{node gradients/split_2_grad/concat/split_2/split_dim}}]]
2023-09-13 23:53:55.509184: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_grad/concat/split/split_dim' with dtype int32
	 [[{{node gradients/split_grad/concat/split/split_dim}}]]
2023-09-13 23:53:55.509824: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'gradients/split_1_grad/concat/split_1/split_dim' with dtype int32
	 [[{{node gradients/split_1_grad/concat/split_1/split_dim}}]]
2023-09-13 23:53:55.606374: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:424] Loaded cuDNN version 8600
195/195 [==============================] - 1s 2ms/step
Out[15]:
(778, 8)
In [16]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[72  0  1 10  4  4  3  4]
 [ 1 63  3  8  4 10  0  3]
 [ 5  1 60  2 19  3  5  5]
 [12  3  0 62  5  8  4  4]
 [ 7  0  1  4 73  3  5  3]
 [ 3  0  1 17  5 59  9  2]
 [ 6  0  3  6  4  4 73  2]
 [15  4  1  8  7  2  5 58]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.60      0.73      0.66        98
           1       0.89      0.68      0.77        92
           2       0.86      0.60      0.71       100
           3       0.53      0.63      0.58        98
           4       0.60      0.76      0.67        96
           5       0.63      0.61      0.62        96
           6       0.70      0.74      0.72        98
           7       0.72      0.58      0.64       100

    accuracy                           0.67       778
   macro avg       0.69      0.67      0.67       778
weighted avg       0.69      0.67      0.67       778

In [ ]:
 
In [ ]:
 

Setup 5: 2 Layer LSTM¶

VGG16_gavg¶

In [37]:
#### Model setup:
Extractor = 'vgg16_gavg'
Layer = '2_layer_128_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [38]:
del X_train, y_train, X_test, y_test
gc.collect()
X_train, y_train, X_test, y_test = read_dataset_40f('vgg16_gavg')
gc.collect()
Loaded X_train
Loaded y_train
Loaded X_test
Loaded y_test
Shape of X_train:  (8768, 40, 512)
Shape of y_train:  (8768, 7)
Shape of X_test:  (2192, 40, 512)
Shape of y_test:  (2192, 7)
Out[38]:
0
In [40]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm1 = LSTM(128, return_sequences=True, dropout=0.5)(inputs)

lstm12 = LSTM(64, return_sequences=False, dropout=0.5)(lstm1)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm12)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 40, 128)           328192    
                                                                 
 lstm_1 (LSTM)               (None, 64)                49408     
                                                                 
 dense (Dense)               (None, 7)                 455       
                                                                 
=================================================================
Total params: 378,055
Trainable params: 378,055
Non-trainable params: 0
_________________________________________________________________
Out[40]:
463
In [41]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
Epoch 1/30
2023-04-18 16:08:55.777980: I tensorflow/compiler/xla/service/service.cc:173] XLA service 0x7f789e69d930 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2023-04-18 16:08:55.803738: I tensorflow/compiler/xla/service/service.cc:181]   StreamExecutor device (0): GeForce GTX 1080, Compute Capability 6.1
2023-04-18 16:08:57.679408: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.
2023-04-18 16:09:05.347601: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 16:09:05.347714: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 16:09:05.347815: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 16:09:05.347946: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 16:09:05.705973: I tensorflow/compiler/jit/xla_compilation_cache.cc:477] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.
  38/2192 [..............................] - ETA: 8s - loss: 1.9473 - accuracy: 0.2039 
2023-04-18 16:09:06.291747: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2188/2192 [============================>.] - ETA: 0s - loss: 1.2842 - accuracy: 0.5271
Epoch 1: val_loss improved from inf to 1.14617, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 29s 7ms/step - loss: 1.2840 - accuracy: 0.5269 - val_loss: 1.1462 - val_accuracy: 0.6099 - lr: 0.0010
Epoch 2/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.9843 - accuracy: 0.6615
Epoch 2: val_loss improved from 1.14617 to 0.98768, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.9837 - accuracy: 0.6617 - val_loss: 0.9877 - val_accuracy: 0.6592 - lr: 0.0010
Epoch 3/30
2180/2192 [============================>.] - ETA: 0s - loss: 0.8860 - accuracy: 0.6929
Epoch 3: val_loss improved from 0.98768 to 0.93023, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 14s 7ms/step - loss: 0.8857 - accuracy: 0.6930 - val_loss: 0.9302 - val_accuracy: 0.6816 - lr: 0.0010
Epoch 4/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.8101 - accuracy: 0.7225
Epoch 4: val_loss improved from 0.93023 to 0.85196, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.8113 - accuracy: 0.7225 - val_loss: 0.8520 - val_accuracy: 0.7135 - lr: 0.0010
Epoch 5/30
2192/2192 [==============================] - ETA: 0s - loss: 0.7566 - accuracy: 0.7441
Epoch 5: val_loss did not improve from 0.85196
2192/2192 [==============================] - 10s 5ms/step - loss: 0.7566 - accuracy: 0.7441 - val_loss: 0.8549 - val_accuracy: 0.7149 - lr: 0.0010
Epoch 6/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.7105 - accuracy: 0.7555
Epoch 6: val_loss improved from 0.85196 to 0.83223, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.7107 - accuracy: 0.7552 - val_loss: 0.8322 - val_accuracy: 0.7130 - lr: 0.0010
Epoch 7/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.6737 - accuracy: 0.7690
Epoch 7: val_loss improved from 0.83223 to 0.80400, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.6736 - accuracy: 0.7690 - val_loss: 0.8040 - val_accuracy: 0.7149 - lr: 0.0010
Epoch 8/30
2186/2192 [============================>.] - ETA: 0s - loss: 0.6207 - accuracy: 0.7899
Epoch 8: val_loss did not improve from 0.80400
2192/2192 [==============================] - 11s 5ms/step - loss: 0.6207 - accuracy: 0.7899 - val_loss: 0.8622 - val_accuracy: 0.7103 - lr: 0.0010
Epoch 9/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.5857 - accuracy: 0.8022
Epoch 9: val_loss improved from 0.80400 to 0.79171, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.5852 - accuracy: 0.8023 - val_loss: 0.7917 - val_accuracy: 0.7336 - lr: 0.0010
Epoch 10/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.5513 - accuracy: 0.8158
Epoch 10: val_loss improved from 0.79171 to 0.78080, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.5517 - accuracy: 0.8155 - val_loss: 0.7808 - val_accuracy: 0.7459 - lr: 0.0010
Epoch 11/30
2192/2192 [==============================] - ETA: 0s - loss: 0.5223 - accuracy: 0.8216
Epoch 11: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.5223 - accuracy: 0.8216 - val_loss: 0.7960 - val_accuracy: 0.7454 - lr: 0.0010
Epoch 12/30
2181/2192 [============================>.] - ETA: 0s - loss: 0.4919 - accuracy: 0.8316
Epoch 12: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.4914 - accuracy: 0.8317 - val_loss: 0.8329 - val_accuracy: 0.7409 - lr: 0.0010
Epoch 13/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.4678 - accuracy: 0.8409
Epoch 13: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.4673 - accuracy: 0.8411 - val_loss: 0.7975 - val_accuracy: 0.7578 - lr: 0.0010
Epoch 14/30
2192/2192 [==============================] - ETA: 0s - loss: 0.4409 - accuracy: 0.8529
Epoch 14: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.4409 - accuracy: 0.8529 - val_loss: 0.8558 - val_accuracy: 0.7486 - lr: 0.0010
Epoch 15/30
2181/2192 [============================>.] - ETA: 0s - loss: 0.4139 - accuracy: 0.8558
Epoch 15: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.4135 - accuracy: 0.8560 - val_loss: 0.8992 - val_accuracy: 0.7345 - lr: 0.0010
Epoch 16/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.2826 - accuracy: 0.9067
Epoch 16: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.2825 - accuracy: 0.9068 - val_loss: 0.7997 - val_accuracy: 0.7801 - lr: 2.0000e-04
Epoch 17/30
2192/2192 [==============================] - ETA: 0s - loss: 0.2494 - accuracy: 0.9163
Epoch 17: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.2494 - accuracy: 0.9163 - val_loss: 0.8518 - val_accuracy: 0.7765 - lr: 2.0000e-04
Epoch 18/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.2251 - accuracy: 0.9248
Epoch 18: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.2250 - accuracy: 0.9248 - val_loss: 0.8644 - val_accuracy: 0.7755 - lr: 2.0000e-04
Epoch 19/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.2021 - accuracy: 0.9324
Epoch 19: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.2023 - accuracy: 0.9324 - val_loss: 0.8670 - val_accuracy: 0.7778 - lr: 2.0000e-04
Epoch 20/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.1952 - accuracy: 0.9314
Epoch 20: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1953 - accuracy: 0.9312 - val_loss: 0.8816 - val_accuracy: 0.7870 - lr: 2.0000e-04
Epoch 21/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.1674 - accuracy: 0.9420
Epoch 21: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1673 - accuracy: 0.9421 - val_loss: 0.8899 - val_accuracy: 0.7842 - lr: 4.0000e-05
Epoch 22/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.1586 - accuracy: 0.9460
Epoch 22: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1587 - accuracy: 0.9458 - val_loss: 0.9017 - val_accuracy: 0.7865 - lr: 4.0000e-05
Epoch 23/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.1568 - accuracy: 0.9471
Epoch 23: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1572 - accuracy: 0.9469 - val_loss: 0.9077 - val_accuracy: 0.7856 - lr: 4.0000e-05
Epoch 24/30
2187/2192 [============================>.] - ETA: 0s - loss: 0.1460 - accuracy: 0.9519
Epoch 24: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1460 - accuracy: 0.9518 - val_loss: 0.9140 - val_accuracy: 0.7888 - lr: 4.0000e-05
Epoch 25/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.1479 - accuracy: 0.9499
Epoch 25: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1482 - accuracy: 0.9496 - val_loss: 0.9249 - val_accuracy: 0.7901 - lr: 4.0000e-05
Epoch 26/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.1466 - accuracy: 0.9512
Epoch 26: val_loss did not improve from 0.78080
2192/2192 [==============================] - 12s 6ms/step - loss: 0.1465 - accuracy: 0.9513 - val_loss: 0.9249 - val_accuracy: 0.7915 - lr: 8.0000e-06
Epoch 27/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.1424 - accuracy: 0.9520
Epoch 27: val_loss did not improve from 0.78080
2192/2192 [==============================] - 12s 5ms/step - loss: 0.1430 - accuracy: 0.9519 - val_loss: 0.9289 - val_accuracy: 0.7920 - lr: 8.0000e-06
Epoch 28/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.1408 - accuracy: 0.9538
Epoch 28: val_loss did not improve from 0.78080
2192/2192 [==============================] - 12s 6ms/step - loss: 0.1409 - accuracy: 0.9538 - val_loss: 0.9259 - val_accuracy: 0.7933 - lr: 8.0000e-06
Epoch 29/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.1382 - accuracy: 0.9542
Epoch 29: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1378 - accuracy: 0.9544 - val_loss: 0.9307 - val_accuracy: 0.7924 - lr: 8.0000e-06
Epoch 30/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.1419 - accuracy: 0.9539
Epoch 30: val_loss did not improve from 0.78080
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1419 - accuracy: 0.9538 - val_loss: 0.9347 - val_accuracy: 0.7956 - lr: 8.0000e-06
No description has been provided for this image
Out[41]:
23973
In [42]:
del X_eval, y_eval
gc.collect()
X_eval, y_eval = read_evaldataset_40f('vgg16_gavg')

y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape
(678, 40, 512)
(678, 7)
170/170 [==============================] - 1s 2ms/step
Out[42]:
(678, 7)
In [43]:
print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
Confusion Matrix: 
 [[66  1  3 12  2  6  8]
 [ 2 69  4  9  3  3  2]
 [ 7  5 63  3 16  2  4]
 [10  8  4 58  9  5  4]
 [ 5  4  8  5 62  7  5]
 [ 3  4  5 11  8 62  3]
 [ 6  1  6 10  8  2 65]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.67      0.67      0.67        98
           1       0.75      0.75      0.75        92
           2       0.68      0.63      0.65       100
           3       0.54      0.59      0.56        98
           4       0.57      0.65      0.61        96
           5       0.71      0.65      0.68        96
           6       0.71      0.66      0.69        98

    accuracy                           0.66       678
   macro avg       0.66      0.66      0.66       678
weighted avg       0.66      0.66      0.66       678

In [ ]:
 
In [ ]:
 
In [ ]:
#### Model setup:
Extractor = 'vgg16_gavg'
Layer = '2_layer_256_unit'
Optimizer = 'Adam'
Scheduler = 'ReduceLROnPlateau'
BatchSize = '4'
In [44]:
INPUT_SHAPE_lstm = (X_train.shape[1], X_train.shape[2])
INPUT_SHAPE_lstm

tf.keras.backend.clear_session()

inputs = Input(shape=INPUT_SHAPE_lstm)

# LSTM layer
lstm1 = LSTM(256, return_sequences=True, dropout=0.5)(inputs)

lstm12 = LSTM(128, return_sequences=False, dropout=0.5)(lstm1)

# Output layer
outputs = Dense(NUM_CLASSES, activation='softmax')(lstm12)

# Create model
model = Model(inputs, outputs)
model.summary()

mcp = ModelCheckpoint(f'lstm_{Extractor}_{Layer}_{BatchSize}_{Optimizer}_{Scheduler}', save_best_only=True, monitor='val_loss', mode='min', verbose=1)
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.000001)

model.compile(loss='categorical_crossentropy',optimizer='adam' ,metrics=['accuracy'])
gc.collect()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 40, 512)]         0         
                                                                 
 lstm (LSTM)                 (None, 40, 256)           787456    
                                                                 
 lstm_1 (LSTM)               (None, 128)               197120    
                                                                 
 dense (Dense)               (None, 7)                 903       
                                                                 
=================================================================
Total params: 985,479
Trainable params: 985,479
Non-trainable params: 0
_________________________________________________________________
Out[44]:
8390
In [45]:
history = model.fit(X_train, y_train, batch_size=4, epochs=30, validation_data=(X_test, y_test), callbacks=[mcp, reduce_lr])
gc.collect()

plt.plot(history.history["accuracy"])
plt.plot(history.history['val_accuracy'])
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title(f"lstm_{Extractor}_{Layer}_{Optimizer}_{Scheduler} Accuracy-Loss Chart")
plt.ylabel("Accuracy / Loss")
plt.xlabel("Epoch")
plt.xticks(np.arange(0, 30, 1))
plt.yticks(np.arange(0, 2.8, 0.2))
plt.legend(["Accuracy","Validation Accuracy","loss","Validation Loss"])
plt.show()
gc.collect()
Epoch 1/30
   1/2192 [..............................] - ETA: 1:22:28 - loss: 1.9183 - accuracy: 0.2500
2023-04-18 16:31:45.525447: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 16:31:45.564058: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2023-04-18 16:31:45.645006: W tensorflow/compiler/xla/stream_executor/gpu/asm_compiler.cc:115] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2188/2192 [============================>.] - ETA: 0s - loss: 1.2926 - accuracy: 0.5291
Epoch 1: val_loss improved from inf to 1.08287, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 19s 8ms/step - loss: 1.2933 - accuracy: 0.5291 - val_loss: 1.0829 - val_accuracy: 0.6077 - lr: 0.0010
Epoch 2/30
2184/2192 [============================>.] - ETA: 0s - loss: 1.0040 - accuracy: 0.6545
Epoch 2: val_loss improved from 1.08287 to 0.99383, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 16s 7ms/step - loss: 1.0048 - accuracy: 0.6544 - val_loss: 0.9938 - val_accuracy: 0.6528 - lr: 0.0010
Epoch 3/30
2192/2192 [==============================] - ETA: 0s - loss: 0.9083 - accuracy: 0.6896
Epoch 3: val_loss improved from 0.99383 to 0.92099, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 16s 7ms/step - loss: 0.9083 - accuracy: 0.6896 - val_loss: 0.9210 - val_accuracy: 0.6797 - lr: 0.0010
Epoch 4/30
2186/2192 [============================>.] - ETA: 0s - loss: 0.8211 - accuracy: 0.7199
Epoch 4: val_loss improved from 0.92099 to 0.88738, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 17s 8ms/step - loss: 0.8224 - accuracy: 0.7197 - val_loss: 0.8874 - val_accuracy: 0.7085 - lr: 0.0010
Epoch 5/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.7725 - accuracy: 0.7372
Epoch 5: val_loss improved from 0.88738 to 0.84423, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 17s 8ms/step - loss: 0.7734 - accuracy: 0.7369 - val_loss: 0.8442 - val_accuracy: 0.7053 - lr: 0.0010
Epoch 6/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.7355 - accuracy: 0.7478
Epoch 6: val_loss did not improve from 0.84423
2192/2192 [==============================] - 12s 5ms/step - loss: 0.7353 - accuracy: 0.7478 - val_loss: 0.9036 - val_accuracy: 0.6880 - lr: 0.0010
Epoch 7/30
2192/2192 [==============================] - ETA: 0s - loss: 0.6839 - accuracy: 0.7667
Epoch 7: val_loss did not improve from 0.84423
2192/2192 [==============================] - 11s 5ms/step - loss: 0.6839 - accuracy: 0.7667 - val_loss: 0.8742 - val_accuracy: 0.6907 - lr: 0.0010
Epoch 8/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.6298 - accuracy: 0.7841
Epoch 8: val_loss improved from 0.84423 to 0.81835, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 15s 7ms/step - loss: 0.6292 - accuracy: 0.7843 - val_loss: 0.8183 - val_accuracy: 0.7377 - lr: 0.0010
Epoch 9/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.5991 - accuracy: 0.7918
Epoch 9: val_loss did not improve from 0.81835
2192/2192 [==============================] - 12s 5ms/step - loss: 0.5988 - accuracy: 0.7919 - val_loss: 0.9206 - val_accuracy: 0.7117 - lr: 0.0010
Epoch 10/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.5571 - accuracy: 0.8126
Epoch 10: val_loss improved from 0.81835 to 0.80475, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 17s 8ms/step - loss: 0.5567 - accuracy: 0.8127 - val_loss: 0.8047 - val_accuracy: 0.7427 - lr: 0.0010
Epoch 11/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.5241 - accuracy: 0.8230
Epoch 11: val_loss improved from 0.80475 to 0.79245, saving model to lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau
WARNING:absl:Found untraced functions such as lstm_cell_layer_call_fn, lstm_cell_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 4 of 4). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
INFO:tensorflow:Assets written to: lstm_vgg16_gavg_2_layer_128_unit_4_Adam_ReduceLROnPlateau/assets
2192/2192 [==============================] - 16s 7ms/step - loss: 0.5238 - accuracy: 0.8231 - val_loss: 0.7925 - val_accuracy: 0.7523 - lr: 0.0010
Epoch 12/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.4947 - accuracy: 0.8280
Epoch 12: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.4948 - accuracy: 0.8280 - val_loss: 0.8725 - val_accuracy: 0.7217 - lr: 0.0010
Epoch 13/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.4638 - accuracy: 0.8390
Epoch 13: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.4635 - accuracy: 0.8392 - val_loss: 0.8523 - val_accuracy: 0.7441 - lr: 0.0010
Epoch 14/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.4280 - accuracy: 0.8546
Epoch 14: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.4278 - accuracy: 0.8547 - val_loss: 0.9337 - val_accuracy: 0.7194 - lr: 0.0010
Epoch 15/30
2189/2192 [============================>.] - ETA: 0s - loss: 0.3981 - accuracy: 0.8639
Epoch 15: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.3981 - accuracy: 0.8638 - val_loss: 0.8462 - val_accuracy: 0.7514 - lr: 0.0010
Epoch 16/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.3790 - accuracy: 0.8713
Epoch 16: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 6ms/step - loss: 0.3793 - accuracy: 0.8709 - val_loss: 0.7978 - val_accuracy: 0.7536 - lr: 0.0010
Epoch 17/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.2440 - accuracy: 0.9159
Epoch 17: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.2449 - accuracy: 0.9154 - val_loss: 0.8144 - val_accuracy: 0.7828 - lr: 2.0000e-04
Epoch 18/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.2059 - accuracy: 0.9309
Epoch 18: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.2056 - accuracy: 0.9309 - val_loss: 0.9049 - val_accuracy: 0.7673 - lr: 2.0000e-04
Epoch 19/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.1879 - accuracy: 0.9364
Epoch 19: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.1878 - accuracy: 0.9365 - val_loss: 0.9060 - val_accuracy: 0.7774 - lr: 2.0000e-04
Epoch 20/30
2181/2192 [============================>.] - ETA: 0s - loss: 0.1649 - accuracy: 0.9444
Epoch 20: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.1651 - accuracy: 0.9442 - val_loss: 0.9290 - val_accuracy: 0.7860 - lr: 2.0000e-04
Epoch 21/30
2184/2192 [============================>.] - ETA: 0s - loss: 0.1546 - accuracy: 0.9463
Epoch 21: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1545 - accuracy: 0.9463 - val_loss: 1.0196 - val_accuracy: 0.7746 - lr: 2.0000e-04
Epoch 22/30
2186/2192 [============================>.] - ETA: 0s - loss: 0.1247 - accuracy: 0.9567
Epoch 22: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1248 - accuracy: 0.9567 - val_loss: 0.9807 - val_accuracy: 0.7888 - lr: 4.0000e-05
Epoch 23/30
2191/2192 [============================>.] - ETA: 0s - loss: 0.1136 - accuracy: 0.9647
Epoch 23: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 6ms/step - loss: 0.1135 - accuracy: 0.9648 - val_loss: 0.9981 - val_accuracy: 0.7806 - lr: 4.0000e-05
Epoch 24/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.1183 - accuracy: 0.9606
Epoch 24: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.1181 - accuracy: 0.9607 - val_loss: 0.9915 - val_accuracy: 0.7883 - lr: 4.0000e-05
Epoch 25/30
2183/2192 [============================>.] - ETA: 0s - loss: 0.1082 - accuracy: 0.9646
Epoch 25: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1085 - accuracy: 0.9644 - val_loss: 1.0141 - val_accuracy: 0.7847 - lr: 4.0000e-05
Epoch 26/30
2190/2192 [============================>.] - ETA: 0s - loss: 0.1083 - accuracy: 0.9634
Epoch 26: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.1082 - accuracy: 0.9634 - val_loss: 1.0153 - val_accuracy: 0.7851 - lr: 4.0000e-05
Epoch 27/30
2192/2192 [==============================] - ETA: 0s - loss: 0.1003 - accuracy: 0.9667
Epoch 27: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1003 - accuracy: 0.9667 - val_loss: 1.0153 - val_accuracy: 0.7865 - lr: 8.0000e-06
Epoch 28/30
2188/2192 [============================>.] - ETA: 0s - loss: 0.1009 - accuracy: 0.9660
Epoch 28: val_loss did not improve from 0.79245
2192/2192 [==============================] - 11s 5ms/step - loss: 0.1007 - accuracy: 0.9660 - val_loss: 1.0181 - val_accuracy: 0.7847 - lr: 8.0000e-06
Epoch 29/30
2182/2192 [============================>.] - ETA: 0s - loss: 0.1000 - accuracy: 0.9656
Epoch 29: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 5ms/step - loss: 0.0997 - accuracy: 0.9658 - val_loss: 1.0205 - val_accuracy: 0.7838 - lr: 8.0000e-06
Epoch 30/30
2185/2192 [============================>.] - ETA: 0s - loss: 0.1010 - accuracy: 0.9652
Epoch 30: val_loss did not improve from 0.79245
2192/2192 [==============================] - 12s 6ms/step - loss: 0.1011 - accuracy: 0.9651 - val_loss: 1.0188 - val_accuracy: 0.7856 - lr: 8.0000e-06
No description has been provided for this image
Out[45]:
29961
In [46]:
y_pred = model.predict(X_eval, batch_size=4, verbose=1)
y_pred.shape

print('Confusion Matrix: \n',confusion_matrix(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
print('\n\nClassification Report: \n',classification_report(np.argmax(y_eval, axis=1), np.argmax(y_pred, axis=1)))
170/170 [==============================] - 1s 3ms/step
Confusion Matrix: 
 [[64  2  2 14  1  6  9]
 [ 1 69  5  6  6  5  0]
 [ 7  4 73  4  7  1  4]
 [12 10  7 52  7  6  4]
 [ 5  1 11  7 65  3  4]
 [ 6  5  6 15  6 53  5]
 [ 9  1  7  9  2  3 67]]


Classification Report: 
               precision    recall  f1-score   support

           0       0.62      0.65      0.63        98
           1       0.75      0.75      0.75        92
           2       0.66      0.73      0.69       100
           3       0.49      0.53      0.51        98
           4       0.69      0.68      0.68        96
           5       0.69      0.55      0.61        96
           6       0.72      0.68      0.70        98

    accuracy                           0.65       678
   macro avg       0.66      0.65      0.65       678
weighted avg       0.66      0.65      0.65       678

In [ ]: